Introduction to Quantitative Trading and TensorFlow-Introduction to TensorFlow, Trading, ML
Introduction to Course
()
Welcome to Using Machine Learning in Trading and Finance
Introduction to Quantitative Trading and TensorFlow-Understand Quantitative Trading Strategies
Basic Trading Strategy Entries and Exits Endogenous Exogenous
()
Basic Trading Strategy Building a Trading Model
()
Advanced Concepts in Trading Strategies
()
Introduction to TensorFlow -Introduction to TensorFlow
Overview
()
Introduction to TensorFlow
()
TensorFlow API Hierarchy
()
Components of tensorflow Tensors and Variables
()
Getting Started with Google Cloud Platform and Qwiklabs
()
Lab Intro Writing low-level TensorFlow programs
()
Working in-memory and with files
()
Training on Large Datasets with tf.data API
()
Getting the data ready for model training
()
Embeddings
()
Lab Intro Manipulating data with TensorFlow Dataset API
()
Training neural networks with Tensorflow 2 and Keras-Overview of Neural Networks and Introduction to Keras APIs
Overview
()
Activation functions
()
Activation functions: Pitfalls to avoid in Backpropagation
()
Neural Networks with Keras Sequential API
()
Serving models in the cloud
()
Lab Intro : Keras Sequential API
()
Neural Networks with Keras Functional API
()
Regularization: The Basics
()
Regularization: L1, L2, and Early Stopping
()
Regularization: Dropout
()
Lab Intro: Keras Functional API
()
Recap
()
Build a Momentum-based Trading System-Identify momentum-based factors
Introduction to Momentum Trading
()
Introduction to Hurst
()
Hurst Exponent and Trading Signals Derived from Market Time Series
Build a Momentum-based Trading System-Build a trading model that uses momentum factors
Building a Momentum Trading Model
()
Define the Problem
()
Collect the Data
()
Creating Features
()
Split the Data
()
Selecting a Machine Learning Algorithm
()
Backtest on Unseen Data
()
Understanding the Code: Simple ML Strategies to Generate Trading Signal
()
Lab Intro: Momentum Trading
()
Momentum Trading Lab Solution
()
Build a Pair Trading Strategy Prediction Model-Picking Pairs
Introduction to Pair Trading
()
Picking Pairs
()
Picking Pairs with Clustering
()
Build a Pair Trading Strategy Prediction Model-Trading Strategy
How to implement a Pair Trading Strategy
()
Evaluate Results of a Pair Trade
()
Build a Pair Trading Strategy Prediction Model-Backtesting and Avoiding Overfitting
Backtesting and Avoiding Overfitting
()
Next Steps: Improvements to your Pairs Strategy
()
Lab Intro: Pairs Trading
()
Lab Solution: Pairs Trading
()
Build a Pair Trading Strategy Prediction Model-Optimize momentum trading model to minimize costs
Kalman Filter Introduction
()
Kalman Filter Trading Applications
()