Quantopian Lectures Saved

list.md

Lecture 1 Introduction to Research

Lecture 2 Introduction to Python

Lecture 3 Introduction to NumPy

Lecture 4 Introduction to pandas

Lecture 5 Plotting Data

Lecture 6 Means

Lecture 7 Variance

Lecture 8 Statistical Moments

Lecture 9 Linear Correlation Analysis

Lecture 10 Instability of Estimates

Lecture 11 Random Variables

Lecture 12 Linear Regression

Lecture 13 Maximum Likelihood Estimation

Lecture 14 Regression Model Instability

Lecture 15 Multiple Linear Regression

Lecture 16 Violations of Regression Models

Lecture 17 Model Misspecification

Lecture 18 Residual Analysis

Lecture 19 The Dangers of Overfitting

Lecture 20 Hypothesis Testing

Lecture 21 Confidence Intervals

Lecture 22 p-Hacking and Multiple Comparisons Bias

Lecture 23 Spearman Rank Correlation

Lecture 24 Leverage

Lecture 25 Position Concentration Risk

Lecture 26 Estimating Covariance Matrices

Lecture 27 Introduction to Volume, Slippage, and Liquidity

Lecture 28 Market Impact Models

Lecture 29 Universe Selection

Lecture 30 The Capital Asset Pricing Model and Arbitrage Pricing Theory

Lecture 31 Beta Hedging

Lecture 32 Fundamental Factor Models

Lecture 33 Portfolio Analysis

Lecture 34 Factor Risk Exposure

Lecture 35 Risk-Constrained Portfolio Optimization

Lecture 36 Principal Component Analysis

Lecture 37 Long-Short Equity

Lecture 38 Example: Long-Short Equity Algorithm

Lecture 39 Factor Analysis with Alphalens

Lecture 40 Why You Should Hedge Beta and Sector Exposures (Part I)

Lecture 41 Why You Should Hedge Beta and Sector Exposures (Part II)

Lecture 42 VaR and CVaR

Lecture 43 Integration, Cointegration, and Stationarity

Lecture 44 Introduction to Pairs Trading

Lecture 45 Example: Basic Pairs Trading Algorithm

Lecture 46 Example: Pairs Trading Algorithm

Lecture 47 Autocorrelation and AR Models

Lecture 48 ARCH, GARCH, and GMM

Lecture 49 Kalman Filters

Lecture 50 Example: Kalman Filter Pairs Trade

Lecture 51 Introduction to Futures

Lecture 52 Futures Trading Considerations

Lecture 53 Mean Reversion on Futures

Lecture 54 Example: Pairs Trading on Futures

Lecture 55 Case Study: Traditional Value Factor

Lecture 56 Case Study: Comparing ETFs