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Create time series and cross sectional momentum strategies on stock, stock indices, fixed income, and commodities futures. Learn to quantitatively analyze time series, portfolio returns and risks, and design and backtest momentum trading systems.
SKILLS COVERED
-
Finance and Math Skills
- Contango and Backwardation
- Hurst Exponent
- P-value
- Sharpe, Returns Drawdowns
-
Strategies
- Time Series
- Cross Sectional
- Roll Returns
- Event Driven
- Crossover
-
Python
- Pandas, Numpy
- Matplotlib, Heatmap
- Pearsonr
- Datetime
- Conditional Flow Statement
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COURSE FEATURES
- Lifetime Access to the course
- Community support
- Downloadable codes
- Hands-on guided learning
- Get Certified
EARNING TRACK
Automated Trading using Python & Interactive Brokers
FOUNDATION
- Python For Trading!
BEGINNER
- Day Trading Strategies for Beginners
- Quantitative Trading Strategies and Models
INTERMEDIATE
- Trading Strategies with News and Tweets
- Trading with Machine Learning: Classification and SVM
- Automated Trading with IBridgePy using Interactive Brokers Platform
ADVANCED
- Momentum Trading Strategies
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AFTER THIS COURSE YOU’LL BE ABLE TO
List and explain the fundamental reasons behind the significant and persistent returns from momentum trading strategies
Create and backtest time series and cross sectional momentum strategies on stock, stock indices, fixed income, and commodities futures
Optimise look back and holding period
Analyse portfolio returns and risk using different performance measures
Identify the nature of time series using Hurst exponent
Explain the basic concepts in futures markets such as contango, backwardation, term structure and roll returns
Apply crossover and breakout models to volatility decile portfolio
SYLLABUS
- Introduction to the Course
- What is Momentum?
- Why Does Momentum Exist?
- Introduction to Python
- Technical Indicator
- Technical Indicator Strategy
- Types of Momentum
- Time Series Momentum
- Hurst Exponent
- Correlation Analysis
- Cross Sectional Momentum
- Fundamental Momentum
- Ranking Factors for Cross Sectional Portfolio
- Event Driven Strategy
- Treasury Markets
- Momentum in Futures
- Cross Sectional Momentum Strategy in Future
- Momentum Crashes
- Risk Management
- Automate Trading Strategies
- Python Installation
- Course Summary
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