Introduction
- Introduction
- Why to use Python?
Environment Setup
- Installing PyCharm and Python on Windows
- Installing PyCharm and Python on Mac
- Installing R and RStudio
Stock Market Basics
- Types of analyses
- Stocks and shares
- Commodities
- Currencies and the FOREX
- Short and long positions
- Stock Markets Basics Quiz
### USING TECHNICAL INDICATORS ###
- Using technical indicators
Moving Average Indicator
- What is the simple moving average (SMA) indicator?
- Downloading data from Yahoo Finance
- Support and resistance levels
- Simple moving averages (SMA) implementation
- Exponential weighting
- Exponential moving average (EMA) implementation
- Moving Averages Quiz
Moving Average Crossover Strategy
- Moving average crossover strategy I
- Moving average crossover strategy II
- Moving average crossover strategy III
- Moving average crossover strategy IV
- Moving average crossover strategy V
Relative Strength Indicator (RSI)
- What is the relative strength indicator (RSI)?
- Calculating the RSI values
- Returns and logarithmic returns
- RSI Quiz
Relative Strength Indicator (RSI) Strategy
- RSI trading strategy I
- RSI trading strategy II
- RSI trading strategy III
- What is Sharpe ratio?
- Calculating Sharpe ratio of a trading strategy
Stochastic Momentum Indicator
- Coming soon ...
### TIME SERIES ANALYSIS ###
- Time series analysis
Time Series Analysis Fundamentals
- What are mean, variance and correlation?
- Downloading the data from Yahoo Finance
- Calculating useful statistics
- Stationarity
- What is serial correlation (autocorrelation)?
- Correlogram
- Understanding the correlogram
- Time Series Basics Quiz
Random Walk Model
- White noise introduction
- What is random walk?
- Modeling assets with random walk
- Random Walk Quiz
Autoregressive Model (AR)
- Autoregressive model introduction
- How to select the best model?
- Autoregressive model example
- Modeling assets with autoregressive model
- Autoregressive Model
Moving Average Model (MA)
- Moving average model introduction
- Moving average model example
- Modeling assets with moving average model
- Moving Average Model Quiz
Autoregressive Moving Average Model (ARMA)
- Autoregressive moving average model introduction
- Ljung-Box test
- Autoregressive moving average model example
- Autoregressive moving average model example II
- Modeling assets with ARMA model
- ARMA Model Quiz
Autoregressive Integrated Moving Average Model (ARIMA)
- ARIMA model introduction
- ARIMA model example
- Modeling assets with ARIMA model
- ARIMA Model Quiz
Autoregressive Conditional Heteroskedastic Model (ARCH)
- Heteroskedasticity in finance
- ARCH model introduction
Generalized Autoregressive Heteroskedastic Model (GARCH)
- GARCH model introduction
- GARCH model example
- Modeling assets with GARCH model
- Heteroskedastic Model Quiz
FOREX Trading Strategy Implementation
- FOREX trading strategy implementation I
- FOREX trading strategy implementation II
- FOREX trading strategy implementation III
- FOREX trading strategy implementation IV
- FOREX trading strategy implementation V
- FOREX trading strategy implementation VI
Stock Market Trading Strategy Implementation
- Stock market trading strategy implementation I
- Stock market trading strategy implementation II
