Artificial Intelligence for Trading – Udacity

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Salepage link: Salepage link: At HERE. Archive: https://archive.is/oj6ne

Quantitative Trading

Learn the basics of quantitative analysis, including data processing, trading signal generation, and portfolio management. Use Python to work with historical stock data, develop trading strategies, and construct a multi-factor model with optimization.Learn the basics of quantitative analysis, including data processing, trading signal generation, and portfolio management. Use Python to work with historical stock data, develop trading strategies, and construct a multi-factor model with optimization.

Basic Quantitative Trading

Learn about market mechanics and how to generate signals with stock data. Work on developing a momentum-trading strategy in your first project.Learn about market mechanics and how to generate signals with stock data. Work on developing a momentum-trading strategy in your first project.

TRADING WITH MOMENTUMTRADING WITH MOMENTUM

Advanced Quantitative Trading

Learn the quant workflow for signal generation, and apply advanced quantitative methods commonly used in trading.Learn the quant workflow for signal generation, and apply advanced quantitative methods commonly used in trading.

BREAKOUT STRATEGYBREAKOUT STRATEGY

Stocks, Indices, and ETFs

Learn about portfolio optimization, and financial securities formed by stocks, including market indices, vanilla ETFs, and Smart Beta ETFs.Learn about portfolio optimization, and financial securities formed by stocks, including market indices, vanilla ETFs, and Smart Beta ETFs.

SMART BETA AND PORTFOLIO OPTIMIZATIONSMART BETA AND PORTFOLIO OPTIMIZATION

Factor Investing and Alpha Research

Learn about alpha and risk factors, and construct a portfolio with advanced optimization techniques.Learn about alpha and risk factors, and construct a portfolio with advanced optimization techniques.

ALPHA RESEARCH AND FACTOR MODELINGALPHA RESEARCH AND FACTOR MODELING

Sentiment Analysis with Natural Language Processing

Learn the fundamentals of text processing, and analyze corporate filings to generate sentiment-based trading signals.Learn the fundamentals of text processing, and analyze corporate filings to generate sentiment-based trading signals.

SENTIMENT ANALYSIS USING NLPSENTIMENT ANALYSIS USING NLP

Advanced Natural Language Processing with Deep Learning

Learn to apply deep learning in quantitative analysis and use recurrent neural networks and long short-term memory to generate trading signals.Learn to apply deep learning in quantitative analysis and use recurrent neural networks and long short-term memory to generate trading signals.

DEEP NEURAL NETWORK WITH NEWS DATADEEP NEURAL NETWORK WITH NEWS DATA

Combining Multiple Signals

Learn advanced techniques to select and combine the factors you’ve generated from both traditional and alternative data.Learn advanced techniques to select and combine the factors you’ve generated from both traditional and alternative data.

COMBINE SIGNALS FOR ENHANCED ALPHACOMBINE SIGNALS FOR ENHANCED ALPHA

Simulating Trades with Historical Data

Learn to refine trading signals by running rigorous back tests. Track your P&L while your algorithm buys and sells.Learn to refine trading signals by running rigorous back tests. Track your P&L while your algorithm buys and sells.

All Our Programs Include

Real-world projects from industry expertsReal-world projects from industry experts

With real world projects and immersive content built in partnership with top tier companies, you’ll master the tech skills companies want.With real world projects and immersive content built in partnership with top tier companies, you’ll master the tech skills companies want.

Technical mentor supportTechnical mentor support

Our knowledgeable mentors guide your learning and are focused on answering your questions, motivating you and keeping you on track.Our knowledgeable mentors guide your learning and are focused on answering your questions, motivating you and keeping you on track.

Personal career coach and career servicesPersonal career coach and career services

You’ll have access to career coaching sessions, interview prep advice, and resume and online professional profile reviews to help you grow in your career.You’ll have access to career coaching sessions, interview prep advice, and resume and online professional profile reviews to help you grow in your career.

Flexible learning programFlexible learning program

Get a custom learning plan tailored to fit your busy life. Learn at your own pace and reach your personal goals on the schedule that works best for you.Get a custom learning plan tailored to fit your busy life. Learn at your own pace and reach your personal goals on the schedule that works best for you.

Program OfferingsProgram Offerings

Enrollment Includes:Enrollment Includes:

CLASS CONTENTCLASS CONTENT

Content co-created with WorldQuantContent co-created with WorldQuant

Real-world projectsReal-world projects

Project reviewsProject reviews

Project feedback from experienced reviewersProject feedback from experienced reviewers

STUDENT SERVICESSTUDENT SERVICES

Technical mentor supportTechnical mentor support

NEWNEW

Student communityStudent community

IMPROVEDIMPROVED

CAREER SERVICESCAREER SERVICES

Personal career coachingPersonal career coaching

NEWNEW

Interview preparationsInterview preparations

Resume servicesResume services

Github reviewGithub review

LinkedIn profile reviewLinkedIn profile review

Program Details

PROGRAM OVERVIEW – WHY SHOULD I TAKE THIS PROGRAM?

Why should I enroll?Why should I enroll?

Demand for quantitative talent is growing at incredible rates. Data-driven traders are now responsible for more than 30% of all US stock trades by investors (or about $1 trillion USD worth of investments, up from 14% in 2013). This scenario represents incredible opportunity for individuals eager to apply cutting-edge technologies to trading and finance.Demand for quantitative talent is growing at incredible rates. Data-driven traders are now responsible for more than 30% of all US stock trades by investors (or about $1 trillion USD worth of investments, up from 14% in 2013). This scenario represents incredible opportunity for individuals eager to apply cutting-edge technologies to trading and finance.

Whether you want to pursue a new job in finance, launch yourself on the path to a quant trading career, or master the latest AI applications in trading and quantitative finance, this program will give you the opportunity to build an impressive portfolio of real-world projects. You will build financial models on real data, and work on your own trading strategies using natural language processing, recurrent neural networks, and random forests. You’ll also enjoy direct access to leading experts in the field, and get personalized project and career support.Whether you want to pursue a new job in finance, launch yourself on the path to a quant trading career, or master the latest AI applications in trading and quantitative finance, this program will give you the opportunity to build an impressive portfolio of real-world projects. You will build financial models on real data, and work on your own trading strategies using natural language processing, recurrent neural networks, and random forests. You’ll also enjoy direct access to leading experts in the field, and get personalized project and career support.

To create the curriculum for this program, we collaborated with WorldQuant, a global quantitative asset management firm, as well as top industry professionals with prior experience at JPMorgan, Morgan Stanley, Millennium Management, and more. If your goal is to learn from the leaders in the field, and to master the most valuable and in-demand skills, this program is an ideal choice for you.To create the curriculum for this program, we collaborated with WorldQuant, a global quantitative asset management firm, as well as top industry professionals with prior experience at JPMorgan, Morgan Stanley, Millennium Management, and more. If your goal is to learn from the leaders in the field, and to master the most valuable and in-demand skills, this program is an ideal choice for you.

What jobs will this program prepare me for?What jobs will this program prepare me for?

Graduates of this program will have the quantitative skills needed to be extremely valuable across many functions, and in many roles at hedge funds, investment banks, and FinTech startups.Graduates of this program will have the quantitative skills needed to be extremely valuable across many functions, and in many roles at hedge funds, investment banks, and FinTech startups.

Specific roles include:Specific roles include:

• Quantitative analystQuantitative analyst
• Quantitative researcherQuantitative researcher
• Investment analystInvestment analyst
• Data intelligence analystData intelligence analyst
• Risk analystRisk analyst
• Desk quantDesk quant
• Desk strategistDesk strategist
• Financial engineerFinancial engineer
• Financial data scientistFinancial data scientist
• How do I know if this program is right for me?How do I know if this program is right for me?
• If you’re a programmer, data analyst or someone with a strong quantitative background, this program offers you the ideal path to pursue a quant trading career and prepares you to seek out data science jobs across the financial ecosystem.If you’re a programmer, data analyst or someone with a strong quantitative background, this program offers you the ideal path to pursue a quant trading career and prepares you to seek out data science jobs across the financial ecosystem.

ENROLLMENT AND ADMISSIONENROLLMENT AND ADMISSION

Do I need to apply? What are the admission criteria?Do I need to apply? What are the admission criteria?

No. This Nanodegree program accepts all applicants regardless of experience and specific background.No. This Nanodegree program accepts all applicants regardless of experience and specific background.

What are the prerequisites for enrollment?What are the prerequisites for enrollment?

The Artificial Intelligence for Trading Nanodegree program is designed for students with intermediate experience programming with Python and familiarity with statistics, linear algebra and calculus. In order to successfully complete this program, you should meet the following prerequisites:The Artificial Intelligence for Trading Nanodegree program is designed for students with intermediate experience programming with Python and familiarity with statistics, linear algebra and calculus. In order to successfully complete this program, you should meet the following prerequisites:

Python programmingPython programming

StatisticsStatistics

Calculus and linear algebraCalculus and linear algebra

• Basic data structuresBasic data structures
• Basic NumpyBasic Numpy
• Mean, median, modeMean, median, mode
• Variance, standard deviationVariance, standard deviation
• Random variables, independenceRandom variables, independence
• Distributions, normal distributionDistributions, normal distribution
• T-test, p-value, statistical significanceT-test, p-value, statistical significance
• Integrals and derivativesIntegrals and derivatives
• Linear combination, independenceLinear combination, independence
• Matrix operationsMatrix operations
• Eigenvectors, eigenvaluesEigenvectors, eigenvalues
• If I do not meet the requirements to enroll, what should I do?If I do not meet the requirements to enroll, what should I do?

We have a number of short free courses that can help you prepare, including:We have a number of short free courses that can help you prepare, including:

• Intro to Data AnalysisIntro to Data Analysis
• Intro to StatisticsIntro to Statistics
• Linear AlgebraLinear Algebra

TUITION AND TERM OF PROGRAMTUITION AND TERM OF PROGRAM

• How is this Nanodegree program structured?How is this Nanodegree program structured?

  The Artificial Intelligence for Trading Nanodegree program is comprised of content and curriculum to support eight (8) projects. We estimate that students can complete the program in six (6) months working 10 hours per week.The Artificial Intelligence for Trading Nanodegree program is comprised of content and curriculum to support eight (8) projects. We estimate that students can complete the program in six (6) months working 10 hours per week.
  Each project will be reviewed by the Udacity reviewer network. Feedback will be provided and if you do not pass the project, you will be asked to resubmit the project until it passes.Each project will be reviewed by the Udacity reviewer network. Feedback will be provided and if you do not pass the project, you will be asked to resubmit the project until it passes.

• How long is this Nanodegree program?How long is this Nanodegree program?

  Access to this Nanodegree program runs for the length of time specified in the payment card above. If you do not graduate within that time period, you will continue learning with month to month payments. See the Terms of Use and FAQs for other policies regarding the terms of access to our Nanodegree programs.Access to this Nanodegree program runs for the length of time specified in the payment card above. If you do not graduate within that time period, you will continue learning with month to month payments. See the Terms of Use and FAQs for other policies regarding the terms of access to our Nanodegree programs.

• Can I switch my start date? Can I get a refund?Can I switch my start date? Can I get a refund?

  Please see the Udacity Program Terms of Use and FAQs for policies on enrollment in our programs.Please see the Udacity Program Terms of Use and FAQs for policies on enrollment in our programs.

SOFTWARE AND HARDWARE – WHAT DO I NEED FOR THIS PROGRAM?SOFTWARE AND HARDWARE – WHAT DO I NEED FOR THIS PROGRAM?

• What software and versions will I need in this program?What software and versions will I need in this program?

  To successfully complete this Nanodegree program, you’ll need to be able to download and run Python 3.7.To successfully complete this Nanodegree program, you’ll need to be able to download and run Python 3.7.

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• Secure Transactions:Secure Transactions: Your financial details are protected during payment. Your financial details are protected during payment.
• Practical Trading Skills:Practical Trading Skills: Acquire actionable strategies for real-world Forex markets. Acquire actionable strategies for real-world Forex markets.
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