Detailed Curriculum in Artificial Intelligence and Machine Learning

The purpose of this module is to help you get conversant with Artificial Intelligence as a technology which enables machines to simulate human behaviour. Machine Learning is a subset of AI which allows a machine to automatically learn from past data without explicit programming. The goal of AI/ML is to enable computer systems to learn the ability to think like humans to solve complex problems.

In this module following topics are explained :

• Introduction to Artificial Intelligence
• Logical approach to AI and Knowledge-Based system
• Probabilistic approach to AI
• Evolutionary Intelligence
• Neural Networks & Natural Language Understanding
• Introduction to Machine Learning
• Learning deterministic models

The purpose of this next module is to provide you with in-depth knowledge on machine learning. The course dives into linear and multiple regression, classification, clustering techniques and information retrieval. You will experiment with various machine learning methods and algorithms, to drive confidence and proficiency with both machine learning concepts and programming them. Eventually you will be able to independently handle ML projects using these skills.

• Machine Learning
• Simple linear regression
• Multiple regression and Model building
• Classification & Classification Algorithms
• Clustering Techniques
• Information Retrieval

As we go from the history of neural networks right up to state-of-the-art approaches to deep learning, you will understand and be able to design neural network architectures and training procedures. The module will familiarise you with tools like TensorFlow.

• The Fundamentals of Deep Learning
• Learning Process and Different Models in Neural Networks
• The Math behind Neural Networks
• Diving to the Depths of Deep Learning
• Convolutional Neural Networks
• Recurrent Neural Networks (RNN)
• Generative Deep Learning
• Advanced Topics in Deep Learning
• Tangential Topics of Machine Learning and Neural Networks

This Module familiarises you with various applications of Machine Learning in industry. We examine and contextualise technical problems and solutions in an array of industries like Banking and Securities, Communication Media and Entertainment, Healthcare and Life Science.

• Machines Learning in Banking and Securities
• Machine Learning in Communication Media and Entertainment
• Machine Learning in Healthcare and Life Science
• Machines Learning in Education
• Machine Learning in Manufacturing and Petroleum Industries
• Applications of Machine Learning in Government Administration
• Machine Learning in Insurance Industry
• Applications of Machine learning in Retail Industry and Supply Chain
• Machine Learning in Transportation and Logistics
• Machine Learning in Energy and Utilities

Projects based on challenges that can be solved for disparate industries viz. Retail, Banking, Supply Chain, Healthcare, Social Media, etc.

Projects like - Face Detection, Al Chatbot, Restaurant Revenue Prediction, Census Project, Housing Price Prediction, so ...on