This class is for working professionals as well as final year students who want to learn machine learning concepts and its applications with hands on in python.

It covers Classification, Regression and Clustering algorithms along with Deep Learning algorithms using Python as the programming language for implementation of the algorithms.

It is expected to take 50-65 hrs. With 5-6 hrs of classes per week, the duration of the course will be 10-12 weeks including a capstone project.

Details:

Linear Regression algorithms

Classification Algorithms: Both binary and multi-class classification algorithms. Popular algorithms such as Logistic Regression, kNNC, Decision Trees, Random Forest etc.

Clustering Algorithms like kMeans and others.

Deep Learning Algorithms:

Feed Forward Networks

Back Propagation Algorithm

Convolutional Neural Networks

Recurrent Neural Networks

we will also look at various applications of ML and DL in various industries like Finance, CRM, Telecom, Marketing, Retail, E-Commerce and others.

The student can choose suitable topic and dataset for the capstone project.