Udacity – Artificial Intelligence for Trading Nanodegree Programs
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.
What You’ll Learn In Artificial Intelligence for Trading Nanodegree Programs?
SYLLABUS
- 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.
HIDE DETAILS
- Estimated 6 months to complete
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.
- TRADING WITH MOMENTUM
Advanced Quantitative Trading
- Learn the quant workflow for signal generation, and apply advanced quantitative methods commonly used in trading.
- BREAKOUT STRATEGY
Stocks, Indices, and ETFs
- Learn about portfolio optimization, and financial securities formed by stocks, including market indices, vanilla ETFs, and Smart Beta ETFs.
- SMART BETA AND PORTFOLIO OPTIMIZATION
Factor Investing and Alpha Research
- Learn about alpha and risk factors, and construct a portfolio with advanced optimization techniques.
- ALPHA 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.
- SENTIMENT 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.
- DEEP 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.
- COMBINE 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.
- BACKTESTING
All Our Programs Include
- Real-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. - Technical mentor support
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 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. - Flexible 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.
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