Udacity – Artificial Intelligence for Trading Nanodegree Programs

Description of 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 will you 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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