Indian Institute of Technology Bombay

AI Applications In Production: Theory And Practice

Indian Institute of Technology Bombay

Mechanical Engineering

About Programme

Every organization has data, but what makes the difference is how the data is put into action, be it to increase manufacturing efficiency, product quality or reduce breakdowns. Artificial Intelligence and Machine Learning based data analytics is the practice of deriving value out of data to drive decisions and actions. AI and ML techniques extract insights, patterns, and relationships in data by learning the structure of data. Common AI and ML techniques include predictive modeling, data clustering, association rule mining, pattern mining, etc. Often interpreting the data based on context is more important than merely performing Machine Learning. Thus, AI/ML requires not only good knowledge of the various analysis techniques, and their underlying methodology, but also a domain-based understanding of how and when to apply these techniques. This course will introduce and build a conceptual foundation of various popular AI/ML techniques and will also provide training on performing each of these analytic tasks using Python programming through computer exercises and hands-on sessions. This course will help the participants to grasp the fundamentals of AI/ML while also introducing them to the latest advancements in the area through theory, exercises, and case studies.

Programme Content

The course will Provide a good understanding of the basic concepts and applications of various AI/ML techniques for regression and classification Train the participants to perform various AI/ML tasks using Python programming Provide practical training and working knowledge of various Python libraries Equip the participants to employ appropriate analytic techniques based on the problem definition at hand and also properly interpret the results of the analysis. Provide participants with an experience of going through a complete process of execution of an AI/ML project from start to end.

Programme Benefits

HANDS ON FACILITY:
The Capstone project would be conducted at the site in groups of five participants per project.

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Prashansa Uttam

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+91 9403890085[email protected]Mon – Fri, 9am – 5pm IST

Indian Institute of Technology Bombay

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https://www.iitb.ac.in
Mumbai, India

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AI Applications In Production: Theory And Practice | IIT Bombay