Machine Learning in Finance Using Python

Lessons

Machine Learning with Python

What is Machine Learning?

Data Preprocessing in Data Science and Machine Learning

Feature Selection in Machine Learning

Train-Test Datasets in Machine Learning

Evaluate Model Performance – Loss Function

Model Selection in Machine Learning

Bias Variance Trade Off

Supervised Learning Models

Multiple Linear Regression

Logistic Regression

Logistic Regression in Python using scikit-learn Package

Decision Trees in Machine Learning

Random Forest Algorithm in Python

Support Vector Machine Algorithm Explained

Multivariate Linear Regression in Python with scikit-learn Library

Classifier Model in Machine Learning Using Python

Cross Validation to Avoid Overfitting in Machine Learning

K-Fold Cross Validation Example Using Python scikit-learn

Unsupervised Learning Models

K-Means Algorithm Python Example

Neural Networks Overview