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The Henry Jackson Initiative by Lady Forester

While reasearching Epstein's known associates, an interesting individual stood out. Lynn Forester de Rothschild, Lady de Rothschild. No intention of this being a Rothschild Conspiracy. If your are uninterested to read the content below, scroll down to Comment to get my summary and take on this information. As always please Fact check this.
(HJI) is a bi-partisan, transatlantic movement of business leaders, senior policy makers and academics focused on promoting a more Inclusive Capitalism. The HJI calls for international collaboration from businesses and other organizations to encourage the widest possible adoption of programs that improve capitalism as a driver of wellbeing for society.
The HJI grew out of the Task Force project For Inclusive Capitalism, which sought solutions to the effects on society and business as a result of the global financial crisis of 2007 – 2008 and the dislocations caused by capitalism’s practice over the past 30 years. The Taskforce, which was co-chaired by Dominic Barton, Global Managing Director, McKinsey & Company, and Lady Lynn Forester de Rothschild, CEO, El Rothschild, published its inaugural paper Towards a More Inclusive Capitalism in May 2012. The report sets out three pathways for business action that lie at the heart of the HJI’s mandate:
  1. Education for employment: addressing the gap between employer needs and employee skills
  2. Nurture start-ups and SMEs: mentoring small businesses and improving access to credit for them
  3. Reform management and governance for the long term: replacing today’s focus on short term performance
The HJI exists to highlight and support businesses and other organizations working to promote the broadest possible adoption of best practices in these and other areas related to Inclusive Capitalism. The HJI believes there is an urgent and compelling demand for business to act to address the greatest systemic issues facing capitalism today. The HJI also believes that business is best positioned to lead innovations in areas that need them the most.

WHO WAS HENRY JACKSON?

Henry Martin "Scoop" Jackson (May 31, 1912 – September 1, 1983) was an American politician who served as a U.S. Representative (1941–1953) and U.S. Senator (1953–1983) from the state of Washington). A Cold War liberal and anti-Communist Democrat), Jackson supported higher military spending and a hard line against the Soviet Union, while also supporting social welfare programs, civil rights, and labor unions.
Jackson was awarded the Presidential Medal of Freedom posthumously in 1984; Ronald Reagan called him "one of the greatest lawmakers of our century," and stated:
Scoop Jackson was convinced that there's no place for partisanship in foreign and defense policy. He used to say, 'In matters of national security, the best politics is no politics.' His sense of bipartisanship was not only natural and complete; it was courageous. He wanted to be President, but I think he must have known that his outspoken ideas on the security of the Nation would deprive him of the chance to be his party's nominee in 1972 and '76. Still, he would not cut his convictions to fit the prevailing style. I'm deeply proud, as he would have been, to have Jackson Democrats serve in my administration. I'm proud that some of them have found a home here.

Criticism

Jackson was known as a hawkish Democrat. He was often criticized for his support for the Vietnam War and his close ties to the defense industries of his state. His proposal of Fort Lawton as a site for an anti-ballistic missile system was strongly opposed by local residents, and Jackson was forced to modify his position on the location of the site several times, but continued to support ABM development. American Indian rights activists who protested Jackson's plan to give Fort Lawton to Seattle, instead of returning it to local tribes, staged a sit-in. In the eventual compromise, most of Fort Lawton became Discovery Park), with 20 acres (8.1 ha) leased to United Indians of All Tribes, who opened the Daybreak Star Cultural Center there in 1977.
Opponents derided him as "the Senator from Boeing" and a "whore for Boeing" because of his consistent support for additional military spending on weapons systems and accusations of wrongful contributions from the company; in 1965, 80% of Boeing's contracts were military. Jackson and Magnuson's campaigning for an expensive government supersonic transport plane project eventually failed.
After his death, critics pointed to Jackson's support for Japanese American internment camps during World War II as a reason to protest the placement of his bust at the University of Washington.Jackson was both an enthusiastic defender of the evacuation and a staunch proponent of the campaign to keep the Japanese-Americans from returning to the Pacific Coast after the war.

Jackson Papers controversy

Senator Jackson's documents were donated to the University of Washington shortly after his death in 1983, and have been archived there ever since.When the materials were donated in 1983, university staff removed all information considered classified at the time.Additional materials were added to the collection until 1995.
At some point, library staff discovered a classified document in the collection and sent it to the government for declassification. In response, in the summer of 2004, a man who identified himself as an employee of the Central Intelligence Agency (CIA) called the University of Washington asking to inspect Senator Jackson's archived documents housed there. He found a document labelled as classified and showed this to a librarian.[48] In February 2005, 22 years after Jackson's death, a five-person team including staff of the CIA, Department of Defense, the Department of Energy, and the Information Security Oversight Office came to library to review all of Jackson's papers to remove anything still considered classified, or reclassified since then. The Department of Energy found nothing of concern, but the CIA blanked lines in about 20 papers and pulled 8 documents out of collection. As of 2018, some files in the collection are available only to those regarded by the library as "serious researchers", who must first sign a release not to divulge some of the information contained in the files.

The Henry Jackson Society

The society was founded on 11 March 2005 by academics and students at Cambridge, including Brendan Simms, Alan Mendoza, Gideon Mailer, James Rogers and Matthew Jamison. It organises meetings with speakers in the House of Commons. The society claims that it advocates an interventionist) foreign-policy that promotes human rights and reduces suffering, by both non-military and military methods, when appropriate.
In 2006, the society worked to raise the profile of the Ahwazi Arabs of Iran, who it claims are currently being oppressed by the Iranian government.
After originating within the University of Cambridge, the organisation is now based in London. In April 2011 the entire staff of another London think-tank, the Centre for Social Cohesion (which has since been dissolved), joined the Henry Jackson Society.
The organisation is a registered charity in England and Wales and earns financial backing from private donations and grant-making organisations which support its work. The income of the society increased significantly from 2009 to 2014, from £98,000 to £1.6 million per year.
In 2017 Hannah Stuart, one of the society's Research Fellows, released Islamist Terrorism: Analysis of Offences and Attacks in the UK (1998–2015), which profiled every individual convicted under terrorism legislation in the UK between those dates with an Islamist connection.

Structure and projects

The Society has produced a breadth of research reports and papers. These have mostly focused on Islamist extremist activity in the UK, crackdowns on human rights and democracy elsewhere, and various facets of foreign policy and defence.Its current workstreams include:
In September 2018, the Society announced the creation of a new Centre for Social and Political Risk. This Centre will "identify, diagnose and propose solutions to threats to governance in liberal Western democracies", focusing on social cohesion and integration; freedom of speech and political correctness; demographic change; and other issues.

Criticism

The think tank has been described by the media as having right-wing and neoconservative leanings, though it positions itself as non-partisan.In 2014, Nafeez Ahmed, an executive director of the Institute for Policy Research & Development, said that the Henry Jackson Society courts corporate, political power to advance a distinctly illiberal oil and gas agenda in the Middle East.
In 2009 the society became the secretariat of two all-party parliamentary groups (APPGs), for Transatlantic and International Security, chaired by Gisela Stuart, and for Homeland Security, chaired by Bernard Jenkin. A transparency requirement upon non-profit organisations acting as secretariat at that time was that they must reveal, on request, any corporate donors who gave £5,000 or more to the organisation over the past year or cease acting as a secretariat organisation. In 2014, following a query, the society refused to disclose this information and resigned its position as secretariat of the APPGs concerned in order to comply with the Rules. The Parliamentary Commissioner for Standards, Kathryn Hudson, upheld a complaint against these APPGs on the grounds data had not been provided, but noted the society had already resigned its position and that the consequence of this non-provision therefore "appears to have taken effect" as the Rules intended. The case was therefore closed with no further action taken and the APPGs themselves dissolved with the dissolution of Parliament in March 2015. The APPG Rules were subsequently changed in March 2015 so that only those non-profit organisations providing services to APPGs of more than £12,500 in value needed to declare their corporate donors.
In July 2014 the Henry Jackson Society was sued by Lady de Rothschild over funds of a "caring capitalism" summit. Lady de Rothschild claims that she has financed the summit and that HJS and its executive director Alan Mendoza are holding £137,000 of “surplus funds” from the conference that should be returned to the couple’s investment company EL Rothschild.
Think tank discussions on the Middle East and Islam have led some media organisations to criticise a perceived anti-Muslim agenda. Marko Attila Hoare, a former senior member, cited related reasons for leaving the think tank and Scottish Labour leader Jim Murphy was urged, in 2015, to sever his links with the society.
According to the report published in 2015, "a right-wing politics is apparent not only in the ideas that the Henry Jackson Society promotes, but also emerges distinctly on examination of its funders."
In 2017, the Henry Jackson Society was accused of running an anti-China propaganda campaign after the Japanese embassy gave them a monthly fee of 10,000 pounds.The campaign was said to be aimed at planting Japan's concerns about China in British newspapers.
Co-founder Matthew Jamison wrote in 2017 that he was ashamed of his involvement, having never imagined the Henry Jackson Society "would become a far-right, deeply anti-Muslim racist [...] propaganda outfit to smear other cultures, religions and ethnic groups." "The HJS for many years has relentlessly demonised Muslims and Islam."
In January 2019, Nikita Malik of the Henry Jackson Society provided The Daily Telegraph with information they claimed showed a Muslim scout leader was linked to Islamic extremists and Holocaust deniers.In January 2020 The Daily Telegraph issued a retraction and formal apology saying that:
"the articles said that Ahammed Hussain had links to extremist Muslim Groups that promoted terrorism and anti-Semitism, and could have suggested that he supported those views and encouraged their dissemination. We now accept that this was wrong and that Mr Hussain has never supported or promoted terrorism, or been anti-Semitic.We acted in good faith on information received but we now accept that the article is defamatory of Mr Hussain and false, and apologise for the distress caused to him in publishing it. We have agreed to pay him damages and costs."
The initial signatories of the statement of principles included:
International patrons included Richard Perle, William Kristol, former CIA Director R. James Woolsey Jr., and former Lithuanian leader Vytautas Landsbergis.

Comments

This has been a rabbit hole and only half the story regarding Lady Forester. Then only link between Lady Forester and Jeffrey Epstein is In 1995, financier Lynn Forester discussed "Jeffrey Epstein and currency stabilization" with Clinton. Epstein, according to his own accounts, was heavily involved in the foreign exchange market and traded large amounts of currency in the unregulated forex market. I will post another story Lady Forester and the coalition for Inclusive Capitalism.

References

https://en.wikipedia.org/wiki/Henry_Jackson_Society
https://henryjacksonsociety.org/who-was-henry-jackson/
https://en.wikipedia.org/wiki/Henry_M._Jackson
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What Is Capitalism?

Capitalism is an economic system in which private individuals or businesses own capital goods. The production of goods and services is based on supply and demand in the general market—known as a market economy—rather than through central planning—known as a planned economy or command economy.
The purest form of capitalism is free market or laissez-faire capitalism. Here, private individuals are unrestrained. They may determine where to invest, what to produce or sell, and at which prices to exchange goods and services. The laissez-faire marketplace operates without checks or controls.
Today, most countries practice a mixed capitalist system that includes some degree of government regulation of business and ownership of select industries.
Volume 75% 2:05

Capitalism

Understanding Capitalism

Functionally speaking, capitalism is one process by which the problems of economic production and resource distribution might be resolved. Instead of planning economic decisions through centralized political methods, as with socialism or feudalism, economic planning under capitalism occurs via decentralized and voluntary decisions.

KEY TAKEAWAYS

  • Capitalism is an economic system characterized by private ownership of the means of production, especially in the industrial sector.
  • Capitalism depends on the enforcement of private property rights, which provide incentives for investment in and productive use of productive capital.
  • Capitalism developed historically out of previous systems of feudalism and mercantilism in Europe, and dramatically expanded industrialization and the large-scale availability of mass-market consumer goods.
  • Pure capitalism can be contrasted with pure socialism (where all means of production are collective or state-owned) and mixed economies (which lie on a continuum between pure capitalism and pure socialism).
  • The real-world practice of capitalism typically involves some degree of so-called “crony capitalism” due to demands from business for favorable government intervention and governments’ incentive to intervene in the economy.

Capitalism and Private Property

Private property rights are fundamental to capitalism. Most modern concepts of private property stem from John Locke's theory of homesteading, in which human beings claim ownership through mixing their labor with unclaimed resources. Once owned, the only legitimate means of transferring property are through voluntary exchange, gifts, inheritance, or re-homesteading of abandoned property.
Private property promotes efficiency by giving the owner of resources an incentive to maximize the value of their property. So, the more valuable the resource is, the more trading power it provides the owner. In a capitalist system, the person who owns the property is entitled to any value associated with that property.
For individuals or businesses to deploy their capital goods confidently, a system must exist that protects their legal right to own or transfer private property. A capitalist society will rely on the use of contracts, fair dealing, and tort law to facilitate and enforce these private property rights.
When a property is not privately owned but shared by the public, a problem known as the tragedy of the commons can emerge. With a common pool resource, which all people can use, and none can limit access to, all individuals have an incentive to extract as much use value as they can and no incentive to conserve or reinvest in the resource. Privatizing the resource is one possible solution to this problem, along with various voluntary or involuntary collective action approaches.

Capitalism, Profits, and Losses

Profits are closely associated with the concept of private property. By definition, an individual only enters into a voluntary exchange of private property when they believe the exchange benefits them in some psychic or material way. In such trades, each party gains extra subjective value, or profit, from the transaction.
Voluntary trade is the mechanism that drives activity in a capitalist system. The owners of resources compete with one another over consumers, who in turn, compete with other consumers over goods and services. All of this activity is built into the price system, which balances supply and demand to coordinate the distribution of resources.
A capitalist earns the highest profit by using capital goods most efficiently while producing the highest-value good or service. In this system, information about what is highest-valued is transmitted through those prices at which another individual voluntarily purchases the capitalist's good or service. Profits are an indication that less valuable inputs have been transformed into more valuable outputs. By contrast, the capitalist suffers losses when capital resources are not used efficiently and instead create less valuable outputs.

Free Enterprise or Capitalism?

Capitalism and free enterprise are often seen as synonymous. In truth, they are closely related yet distinct terms with overlapping features. It is possible to have a capitalist economy without complete free enterprise, and possible to have a free market without capitalism.
Any economy is capitalist as long as private individuals control the factors of production. However, a capitalist system can still be regulated by government laws, and the profits of capitalist endeavors can still be taxed heavily.
"Free enterprise" can roughly be understood to mean economic exchanges free of coercive government influence. Although unlikely, it is possible to conceive of a system where individuals choose to hold all property rights in common. Private property rights still exist in a free enterprise system, although the private property may be voluntarily treated as communal without a government mandate.
Many Native American tribes existed with elements of these arrangements, and within a broader capitalist economic family, clubs, co-ops, and joint-stock business firms like partnerships or corporations are all examples of common property institutions.
If accumulation, ownership, and profiting from capital is the central principle of capitalism, then freedom from state coercion is the central principle of free enterprise.

Feudalism the Root of Capitalism

Capitalism grew out of European feudalism. Up until the 12th century, less than 5% of the population of Europe lived in towns. Skilled workers lived in the city but received their keep from feudal lords rather than a real wage, and most workers were serfs for landed nobles. However, by the late Middle Ages rising urbanism, with cities as centers of industry and trade, become more and more economically important.
The advent of true wages offered by the trades encouraged more people to move into towns where they could get money rather than subsistence in exchange for labor. Families’ extra sons and daughters who needed to be put to work, could find new sources of income in the trade towns. Child labor was as much a part of the town's economic development as serfdom was part of the rural life.

Mercantilism Replaces Feudalism

Mercantilism gradually replaced the feudal economic system in Western Europe and became the primary economic system of commerce during the 16th to 18th centuries. Mercantilism started as trade between towns, but it was not necessarily competitive trade. Initially, each town had vastly different products and services that were slowly homogenized by demand over time.
After the homogenization of goods, trade was carried out in broader and broader circles: town to town, county to county, province to province, and, finally, nation to nation. When too many nations were offering similar goods for trade, the trade took on a competitive edge that was sharpened by strong feelings of nationalism in a continent that was constantly embroiled in wars.
Colonialism flourished alongside mercantilism, but the nations seeding the world with settlements were not trying to increase trade. Most colonies were set up with an economic system that smacked of feudalism, with their raw goods going back to the motherland and, in the case of the British colonies in North America, being forced to repurchase the finished product with a pseudo-currency that prevented them from trading with other nations.
It was Adam Smith who noticed that mercantilism was not a force of development and change, but a regressive system that was creating trade imbalances between nations and keeping them from advancing. His ideas for a free market opened the world to capitalism.

Growth of Industrial Capitalism

Smith's ideas were well-timed, as the Industrial Revolution was starting to cause tremors that would soon shake the Western world. The (often literal) gold mine of colonialism had brought new wealth and new demand for the products of domestic industries, which drove the expansion and mechanization of production. As technology leaped ahead and factories no longer had to be built near waterways or windmills to function, industrialists began building in the cities where there were now thousands of people to supply ready labor.
Industrial tycoons were the first people to amass their wealth in their lifetimes, often outstripping both the landed nobles and many of the money lending/banking families. For the first time in history, common people could have hopes of becoming wealthy. The new money crowd built more factories that required more labor, while also producing more goods for people to purchase.
During this period, the term "capitalism"—originating from the Latin word "capitalis," which means "head of cattle"—was first used by French socialist Louis Blanc in 1850, to signify a system of exclusive ownership of industrial means of production by private individuals rather than shared ownership.
Contrary to popular belief, Karl Marx did not coin the word "capitalism," although he certainly contributed to the rise of its use.

Industrial Capitalism's Effects

Industrial capitalism tended to benefit more levels of society rather than just the aristocratic class. Wages increased, helped greatly by the formation of unions. The standard of living also increased with the glut of affordable products being mass-produced. This growth led to the formation of a middle class and began to lift more and more people from the lower classes to swell its ranks.
The economic freedoms of capitalism matured alongside democratic political freedoms, liberal individualism, and the theory of natural rights. This unified maturity is not to say, however, that all capitalist systems are politically free or encourage individual liberty. Economist Milton Friedman, an advocate of capitalism and individual liberty, wrote in Capitalism and Freedom (1962) that "capitalism is a necessary condition for political freedom. It is not a sufficient condition."
A dramatic expansion of the financial sector accompanied the rise of industrial capitalism. Banks had previously served as warehouses for valuables, clearinghouses for long-distance trade, or lenders to nobles and governments. Now they came to serve the needs of everyday commerce and the intermediation of credit for large, long-term investment projects. By the 20th century, as stock exchanges became increasingly public and investment vehicles opened up to more individuals, some economists identified a variation on the system: financial capitalism.

Capitalism and Economic Growth

By creating incentives for entrepreneurs to reallocate away resources from unprofitable channels and into areas where consumers value them more highly, capitalism has proven a highly effective vehicle for economic growth.
Before the rise of capitalism in the 18th and 19th centuries, rapid economic growth occurred primarily through conquest and extraction of resources from conquered peoples. In general, this was a localized, zero-sum process. Research suggests average global per-capita income was unchanged between the rise of agricultural societies through approximately 1750 when the roots of the first Industrial Revolution took hold.
In subsequent centuries, capitalist production processes have greatly enhanced productive capacity. More and better goods became cheaply accessible to wide populations, raising standards of living in previously unthinkable ways. As a result, most political theorists and nearly all economists argue that capitalism is the most efficient and productive system of exchange.

Capitalism vs. Socialism

In terms of political economy, capitalism is often pitted against socialism. The fundamental difference between capitalism and socialism is the ownership and control of the means of production. In a capitalist economy, property and businesses are owned and controlled by individuals. In a socialist economy, the state owns and manages the vital means of production. However, other differences also exist in the form of equity, efficiency, and employment.

Equity

The capitalist economy is unconcerned about equitable arrangements. The argument is that inequality is the driving force that encourages innovation, which then pushes economic development. The primary concern of the socialist model is the redistribution of wealth and resources from the rich to the poor, out of fairness, and to ensure equality in opportunity and equality of outcome. Equality is valued above high achievement, and the collective good is viewed above the opportunity for individuals to advance.

Efficiency

The capitalist argument is that the profit incentive drives corporations to develop innovative new products that are desired by the consumer and have demand in the marketplace. It is argued that the state ownership of the means of production leads to inefficiency because, without the motivation to earn more money, management, workers, and developers are less likely to put forth the extra effort to push new ideas or products.

Employment

In a capitalist economy, the state does not directly employ the workforce. This lack of government-run employment can lead to unemployment during economic recessions and depressions. In a socialist economy, the state is the primary employer. During times of economic hardship, the socialist state can order hiring, so there is full employment. Also, there tends to be a stronger "safety net" in socialist systems for workers who are injured or permanently disabled. Those who can no longer work have fewer options available to help them in capitalist societies.

Mixed System vs. Pure Capitalism

When the government owns some but not all of the means of production, but government interests may legally circumvent, replace, limit, or otherwise regulate private economic interests, that is said to be a mixed economy or mixed economic system. A mixed economy respects property rights, but places limits on them.
Property owners are restricted with regards to how they exchange with one another. These restrictions come in many forms, such as minimum wage laws, tariffs, quotas, windfall taxes, license restrictions, prohibited products or contracts, direct public expropriation, anti-trust legislation, legal tender laws, subsidies, and eminent domain. Governments in mixed economies also fully or partly own and operate certain industries, especially those considered public goods, often enforcing legally binding monopolies in those industries to prohibit competition by private entities.
In contrast, pure capitalism, also known as laissez-faire capitalism or anarcho-capitalism, (such as professed by Murray N. Rothbard) all industries are left up to private ownership and operation, including public goods, and no central government authority provides regulation or supervision of economic activity in general.
The standard spectrum of economic systems places laissez-faire capitalism at one extreme and a complete planned economy—such as communism—at the other. Everything in the middle could be said to be a mixed economy. The mixed economy has elements of both central planning and unplanned private business.
By this definition, nearly every country in the world has a mixed economy, but contemporary mixed economies range in their levels of government intervention. The U.S. and the U.K. have a relatively pure type of capitalism with a minimum of federal regulation in financial and labor markets—sometimes known as Anglo-Saxon capitalism—while Canada and the Nordic countries have created a balance between socialism and capitalism.
Many European nations practice welfare capitalism, a system that is concerned with the social welfare of the worker, and includes such policies as state pensions, universal healthcare, collective bargaining, and industrial safety codes.

Crony Capitalism

Crony capitalism refers to a capitalist society that is based on the close relationships between business people and the state. Instead of success being determined by a free market and the rule of law, the success of a business is dependent on the favoritism that is shown to it by the government in the form of tax breaks, government grants, and other incentives.
In practice, this is the dominant form of capitalism worldwide due to the powerful incentives both faced by governments to extract resources by taxing, regulating, and fostering rent-seeking activity, and those faced by capitalist businesses to increase profits by obtaining subsidies, limiting competition, and erecting barriers to entry. In effect, these forces represent a kind of supply and demand for government intervention in the economy, which arises from the economic system itself.
Crony capitalism is widely blamed for a range of social and economic woes. Both socialists and capitalists blame each other for the rise of crony capitalism. Socialists believe that crony capitalism is the inevitable result of pure capitalism. On the other hand, capitalists believe that crony capitalism arises from the need of socialist governments to control the economy.
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🗣 Paid sharing a retail service that is teaching you a financially independent skillset and helping you generate wealth in the worst economy? The FACT that you can potentially earn RESIDUAL income by sharing (marketing) a service that you would share for free anyways! The average MILLIONAIRE has 7 streams of income and never puts all of their eggs in one basket, especially throughout your journey of becoming a trader, the comfort of knowing you have a weekly residual income while you are trading in the markets truly powerful! YOUR FIRST GOAL ASAP........PERFECT STORM BONUS IN YOUR FIRST 14 DAYS. How to SHARE: What is Forex?: [link removed] What is IML (Overview): [link removed] Compensation Plan PDF: [link removed] Compensation Plan Video: [link removed] **TAG THE NEWEST MEMBER TO HAVE THEM START OFF THE RIGHT FOOT👇👇👇
edit 2 Removed links from post, I apologize I didn't notice the rule for this subreddit and fixed it before an admin got onto me. =) Edit/update 3* 5-21-16 Been a while now, still end up getting spam texts and other crap in my inbox on social media and email.
submitted by rjrttu86 to Forex [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
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  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

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  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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Gold Digger Trading BOT | Sept.15th 2015 REVIEW | Who’s digging what from who? | Mining for Truth

 
Don’t get a pick-axe stuck in the back of your head by not reading this article in full. This review could save you, or break you financially. Don't touch this product until you have completed this read!
Unless you are a full-time Forex or Binary Options trader, trading into the wee early hours of the morning can wear you down. Hence the invention of auto-trading, trading-bot software products. You sleep whilst they work for you, with money generation in mind opposed to money degradation as the case may be.
 
You may have had the experience in the past using auto-trading software to provide for you with a ROI (Return ON Investment), such as OptionBot2 or Michael Freeman's Auto Trading software, another highly rated ITM (In The Money) provider. Other auto-traders have proven to be quite defective, not even providing a ROI (Return OF Investment). Let’s not go there, wasting time and depress those readers who have already traveled down that scorching road. If you haven’t had such misfortune to date, just so you are not blindsided, be aware of a few existing Auto-Trading BOTs, paraded scams currently at play within the Binary Options industry. i.e. Binary Boom Rock The Stock The 50k Mission, the list goes on.
 

Quick View DETAILS:

Industry:..........Binary Options Website Link:...Gold Digger Promotion Product:...........Automated trading system Release Date:...16th September 2015
 
Moving right along, a product certainly worth a mention, a new auto-trading system, Gold Digger. Gold Digger is a very hot product right now on the internet. “Come on, how good is it, really?” I hear you ask. With the official launch just a day away now, claims have been made that this auto-trader has technically exploded into a hemisphere of its own, scientifically providing performance like no other, i.e. other rival bots are like a child toy and pale in comparison. Very high claims I say, however on closer inspection this product has two fold benefits as it turns out.
 
I have traded binary options for over two years now, I initially lost allot of money and learn allot both in theory and practice, wising up along the way. I’m happy to say I am now a profitable trader. If you are new or an existing Binary Options Trader and would like to fast track your learning curve and path, Gold Digger could be the product for you. Don’t take my word for it, do you own research, below is a link providing you with statistics relating to the Gold Digger auto trading software.
 
LINK: Gold Digger Poll Results
 
The next link below provides you with more information surrounding Gold Digger discover the people, the brains, the brawn and history behind this incredible product. There is a free licence available for you. Blowing past all of the hype, having tested this product consistency and reliability is way up there comparative to other bots on the market. With this limited time offer there really is little to lose and everything to gain. Checkout Gold Digger for yourself whilst you can.
 
LINK: Gold Digger Promotion
 

WARNING Advice:

1. Always remember when testing out any new trading ventures, manual or automatic, make sure you have a money management plan, once you have a strategy in place stick with it.
 
2. A FREE trading DEMO account is a great way to test out new strategies so you don’t go bust in the process.  
3. Not all brokers are made equal when it comes to great customer service, being able to withdraw funds, having a user friendly, easy to use trading platform to work with. I have traded with a countless number of brokers, some I have had nightmare experiences. I prefer to trade only using industry regulated brokers tick all the boxes, as above ( I have listed these below). If you are not sure, try out one of the brokers listed below, do a background check as required, they will provide you with a demo account on request.
 

TRIED & TRUSTED BROKERS:

 
Banc De Binary
 
Cherry Trade
 
Interactive Options
 
OptionFair
 

QUICK LINKS:

 
LINK: Gold Digger Promotion
 
LINK: Gold Digger Poll Results
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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Fortune Trader Review 2015 - Is Fortune Trader SCAM Or LEGIT? So How Does Fortune Trader Software Work? Fortune Trader By Fortune Trader Review

Fortune Trader Review 2015 - HOME PROFİTS GROUP? Find out the Insider Facts about Fortune Trader in this Fortune Trader review! So Exactly what is Fortune Trader Software all about? Does Fortune Trader Actually Work? Is Fortune Trader Software application scam or does it really work?
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Auto Profits Trades Review 2015 - Is Auto Profits Trades SCAM Or LEGIT? So How Does Auto Profits Trades Software Work? Auto Profits Trades By David H. Brown Review

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The Binary Options Trading With Auto Profits Trades System – like any field – loaded with puzzles and needs to take in a ton of expressions and aptitudes even novice broker can identify these insider facts and change them into components working to support him. In the accompanying lines we will give you the most critical and noticeable keys from which you can enter the universe of twofold alternatives yet to open all the entryways of achievement that encompasses this world. Binary options trading is one of the most ideal approaches to make progress in that it occurred soon between the old traditional trading strategies, for example, exchanging remote monetary forms and exchanging organizations. Hence we prescribe broker to be completely positive about exchanging double choices where a number of Auto Profits Trades merchants in parallel markets on the grounds that it gives them a region without having much capital. Trading in binary options with Auto Profits Trades System is the same thought hidden trading the paired alternatives markets, when you open the middle at the cost of what it does to open another merchant focus consequently, which implies that one of you will purchase and offer the other. This alleged (above) or (without) any feeling that when you means to exchanging on a specific focus, you need to pick the structure for a certain time allotment and not thirty minutes, for instance, and taking into account the prospect that tends initially a certain heading and finishes to be above or underneath the cost when you open the arrangement. On the off chance that the procedure is the point at which your desires, then you’ll get a repaired profit of to 85% for your venture. Auto Profits Trades merchants when gotten some information about parallel alternatives is the most essential thing is to divert them benefits for-work hours (less work more hours) and benefit. So I give you reasons why Extreme Profits System dealers are searching for exchanging double choices: – Unpredictability versus straightforwardness. Binary options trading by a few components included in your advancement delay, in particular: – Focuses distinction: are the focuses taken by Auto Profits Trades stage against the opening of another focus, which makes it hard to accomplish any benefits surpassed by these focuses, regardless of the possibility that things are going to support you. Auto Profits Trades Software stage have a benefit from the effect in focuses with on the off chance that you disregard what you win or not any feeling that there is no connection between interest and request for-benefit. With respect to twofold choices are firmly connected Auto Profits Trades Software benefit. In the event that you open Auto Profits Trades require one and only point in the normal heading so as to make a benefit for you and your exchanging stage for this situation you’ll get a benefit by 85% and we are 15%. The one-point distinction Auto Profits Trades broker benefit.
Persistent work and center supported:
When trading the binary alternatives exchanging markets, you obliged to pay consideration on numerous elements, survival As PC screens for the duration of the day so you can harvest benefits yet furnish you with the intercession instruments organizations help you (stop misfortune) and (benefit taking) until the exchanging procedure turns out to be progressively basic . However, regardless, exchanging the twofold alternatives markets while both of you decisions: either an extraordinary time to work up to 12 hours a day all alone until you close the inside in return for a major benefit or to labor for a couple of hours in return for benefit is constrained. Either in the double alternatives thou will get the best in any circumstance a blend of settled degrees of profitability and the danger of preset misfortunes notwithstanding the programmed conclusion of the middle, that is, they furnish you with more prominent benefit shorter working hours.
Influence: a standout among-st the most devices that are hostile to trading the binary markets. Twofold businesses offering budgetary jacks to accomplish benefits from Auto Profits Trades It may appear a privilege. In any case, dealers are obliged to open an enormous focuses to accomplish tremendous benefits in return for basic aggregates of cash through the utilization of budgetary jacks yet in the meantime can likewise uncover your record inside of seconds. Either in the parallel choices. You can open the focuses $20 least and make benefits by 89% of the arrival on venture is sufficiently extraordinary for the time you spent to accomplish them and that Bonn need ‘me money related cranes. Speculation basic, thin benefits for a little venture, enormous increases: Binary Options Trading With Auto Profits Trades does not require just contribute a considerable measure of time, but rather you additionally need contribute a ton of cash. Since you have to a huge number of dollars to open the Normal focus strolling normally in the non-straight streets presentation to noteworthy misfortunes in return for a couple benefits. The two-sided misfortunes, it is a basic framework that helps you to make a benefit. At the point when just put $1,000 in remote trade showcases, the trepidation of it you simply get Auto Profits Trades Software exceed the estimation of the benefit. In any case, with paired choices you’ll be in a condition of consolation as generally safe and enormous additions. Where the venture sums are resolved by inclinations for instance, you can exchange up to $20 billion to make a benefit of up to 17 equivalent to double the first of your whole in inside of one moment. You can likewise adds up to basic exchanging methods are subject as a “support” so you can utilize less capital with a chance to open more focuses in the meantime.
The variety of focuses contrasted with limit focuses:
Forex binary options offer you the same costs for the same resources, however not all the open doors in the business sector are accessible to all merchants. As most exchanging stages resort to limit merchants through new approaches that don’t permit them to open new places for them. These limitations and conditions make it more hard to utilize exchanging methods, for example, supporting and theory. The parallel alternatives empower you to open different focuses was whether extra exchanging on the same or inverse bearing Center against yourself, without conditions or procurement’s or limitations. Numerous brokers likewise keep my record Forex exchanging and binary options trading until that gives them numerous chances to get the best positions amid the exchanging. Once in a while you will most likely be unable to get an immaculate Centers Whatever sort of exchanging stage or the courses in which exchanged out yet when you have two records for this situation have the capacity to grab the benefit opportunities and not squander it out of your hands, and you can likewise settle on a choice “fence” between records, when you open a position in Auto Profits Trades double record, you can open a record in respective inverse the alternatives, and the other way around. Numerous fledgling traders Confused to pick a binary options procedure that suit them; and because of the absence of involvement in the field of parallel choices all in all, alongside the differing qualities and assortment of styles and exchanging methods. Obviously, picking the right system will focus the level of moving execution later amid an exchange, which expands the significance of this decision and thus the requirement for precision while selecting the proper technique for trading.
How would you pick the fitting Trading technique:
Intelligent moving on to be comprehended at the beginning the way of his identity and slants self; on the grounds that it assumes a vital part in the way the trading and administration dealings. These specialists exhorted fledglings and the need to make an Auto Profits Trades demo account first before beginning any genuine exchanging; on the grounds that this demo record gives the merchant the chance to know the way of his activities amid an exchange beside increase experience without being so dangerous. Keeping in mind doing this demo exchanging ought to be moving to break down his character needs to focus the proper methodology.
Trading event for aficionados of fervor and fun technique:
In the event that the moving of the characters that have a tendency to quick execution loaded with energy and essentials proprietors, this individual prompted specialists pick day by day exchanging framework or interface framework; in light of the fact that this framework guarantees him exchanged quick and prompt results day by day and benefits, and consequently won’t tire moving and acknowledge this sort of systems due on the grounds that it is his craving to meet and compare with slants.
Trading system for proprietors of self-long : On the off chance that moving work so quiet and has a long haul take a gander at the life and self-term proprietors and feelings calm, it is proper to him Auto Profits Trades pick the heading trading or venture esteem framework; where ensures him these alternatives execution that fits his identity, which is thought about decidedly its execution amid the exchanging and behavior exchanges. Along these lines guaranteeing his method more benefits because of the similarity with the character and slants.
The significance of adapting more than an Trading method :
Football player who is familiar with unmistakable playing in more than one middle, and serves to create a hefty portion of the aptitudes by the appeal by alternate clubs, and therefore its value rises. Consequently additionally the case with Auto Profits Trades dealer, who is conversant in utilize more than one exchanging methodology; it permits him that to keep exchanging and make exchanges under diverse conditions, guaranteeing his Time benefit regardless of how conditions have changed and changed the information before him, thus can this moving gifted Auto Profits Trades arrangement making in any edge and in what time allotment diagrams. Yet, we must place moving into record the need to build up his aptitudes as a rule until it gets to be merchant expert familiar with managing all the circumstances, and before that to take in the nuts and bolts and the tenets of the amusement, as Einstein said, “you need to learn standards of the diversion initially, then figure out how to exceed expectations on the others.” So it should first be rolling has a general learning then practice later as indicated by the slants as we specified some time recently, the noteworthiness here is the requirement for information of moving all methods before figuring out what is accepted to suit them. It took the best and most celebrated brokers to years to achieve their present status; and amid these years they trying different things with a few techniques under distinctive time allotments, has kept on rehearsing despite the mix-ups they made, however they inevitably came to a technique that fits their identity, and consequently informed Always extending the term concerning experimentation until it snaps moving on the exchanging method that suits him, and not chose from the earliest starting point as indicated by his convictions; in light of the fact that experimentation permits them the chance to find their capacities and potential, and in addition the securing of the exchanging aptitude under diverse circumstances.
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Demo account nadex part 6

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