Machine Learning Fundamentals

About Course

Machine Learning is a field of AI and Computer Science which focuses on using data and algorithm to imitate human learning.
This programme is designed to impart knowledge in Machine Learning and other related areas, and it offers a solid-foundation and skills by providing hand-on learning.

Course Content

Machine Learning Overview

Course Introduction
Introduction to Machine learning
Common ML Algorithms
Introduction to sklearn

Linear Regression

Logistic Regression

Naïve Bayes

KNN

Tree based models for classification and regression

Support Vector Machines

Clustering

Assessment & Case Studies

Machine Learning Fundamentals

About Course

What Will You Learn?

Course Content

Machine Learning Overview

Course Introduction

Introduction to Machine learning

Common ML Algorithms

Introduction to sklearn

Linear Regression

Introduction to linear regression

Implementing linear regression

Implementing Multiple linear regression

Logistic Regression

Logistic regression for classification

Implementing Logistic regression using sklearn

Naïve Bayes

Naive Bayes Classifier

Naïve Bayes Code demo

KNN

Using KNN for classification

Implementing KNN

Tree based models for classification and regression

Decision tree classifier

Decision tree regressor

Support Vector Machines

SVM for classification

Clustering

K-Means clustering

Agglomerative clustering

Assessment & Case Studies

Life Expectancy Prediction

Predict Credit Card defaults

Predict Sales of Retail Stores

Customer Segmentation using Clustering

MCQ

Health Insurance Cross Sell Prediction

Predict whether a company will go bankrupt

Telecom Customer Churn