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Udacity - Artificial Intelligence AI For Trading
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Artificial Intelligence, Complete real-world projects designed by industry experts, covering topics from asset management to trading signal generation. Master AI algorithms for trading, and build your career-ready portfolio.
2 Terms 6 months Study 5-10 hrs/week CO – CREATED WITH
WorldQuant WHY ENROLL
Become career-ready faster INDUSTRY SIZE & DEMAND In India, algo-trading is expected to cross 25% mark of the total equity cash market trade volume by 2020.
JOB OPPORTUNITIES Quants in India get up to 4-5 openings on an average to apply in a week, which varies from domestic trading companies to large MNCs
RANKED #08 CNBC Udacity ranked as the most disruptive learning company in the world for 2 years in a row by CNBC
GLOBAL COMMUNITY Join a global community of quant traders and get a worldwide view of trading startegies with Worldquant
WHAT YOU LEARN Study cutting edge Content Prerequisites and Requirements In order to succeed in this Nanodegree program, we strongly recommend that you have following prerequisites. You should have some experience programming with Python, and be familiar with statistics, linear algebra, and calculus.Python programming knowledge
Basic data structures Basic Numpy Intermediate statistical knowledge
Mean, median, mode Variance, standard deviation Random variables, independence Distributions, normal distribution T-test, p-value, statistical significance Intermediate calculus and linear algebra knowledge
Integrals and derivatives Linear combination, linear independence Matrix operations Eigenvectors, eigenvalues New to Python programming? Check out our free Intro to Data Analysis course.
New to Python programming? Check out our free Programming Foundations with Pythoncourse.
Need to refresh your statistical and algebra knowledge? Check out our free statistics and linear algebra courses:
Intro to Statistics free course Linear algebra refresher free course TERM 1 : BASIC
TERM 2 : ADVANCED
AI Algorithms in Trading Term fee includes COURSE CONTENT
Best in-class content by industry leaders in the form of bite-sized videos and quizzes.
COURSE SYLLABUS
Sentiment Analysis with Natural Language Processing Learn the fundamentals of text processing, and analyze corporate filings to generate sentiment-based trading signals.
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.
Simulating Trades with Historical Data Learn to refine trading signals by running rigorous backtests. Track your P&L while your algorithm buys and sells.
Combining Multiple Signals Learn advanced techniques to select and combine the factors you’ve generated from both traditional and alternative data.
PROJECTS
Industry relevant projects + unlimited project reviews by our global reviewers PROJECT 1
Sentiment Analysis using NLPPROJECT 2 Deep Neural Network with News Data PROJECT 3
Backtesting PROJECT 4
Combine Signals for Enhanced Alpha
SERVICES
We guide and support you throughout your learning journey through these services. Knowledge
Search-based Q&A forum Study Groups
collaborate with fellow students & mentors Project reviews & feedback
actionable feedback from expert project reviewers Your Nanodegree journey ENROLL IN TERM II to enroll, write to [email protected], if you have completed Term 1
BRUSH UP ON PRE-REQUISITES while you wait for the classroom to open, brush up on pre-requisites
CLASSROOM OPENS to know, write to [email protected], if you have completed Term 1 In case you feel unsure about the program, we offer a full refund on canceling within 7 days of classroom opening.
SUBMIT PROJECTS submit all projects within 3 months
COMPLETE TERM 2 finish requirements for graduation
NANODEGREE CERTIFICATE You are eligible to take part in our career fest Propel.
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Udacity - Artificial Intelligence AI for Trading.zip