Machine Learning using Python

Introduction

• Introduction to Machine Learning
• Python for Machine Learning
• Supervised vs Unsupervised

Regression

• Introduction to Regression
• Simple Linear Regression
• Model Evaluation in Regression Models
• Evaluation Metrics in Regression Models
• Multiple Linear Regression
• Non-Linear Regression

Classification

• Introduction to Classification
• K-Nearest Neighbours
• Evaluation Metrics in Classification
• Introduction to Decision Trees
• Building Decision Trees
• Intro to Logistic Regression
• Logistic regression vs Linear regression
• Logistic Regression Training
• Support Vector Machine

Clustering

• Intro to Clustering
• Intro to k-Means
• More on k-Means
• Intro to Hierarchical Clustering
• More on Hierarchical Clustering