Udacity - Artificial Intelligence AI for Trading
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.
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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