Course Content
Module 1: Foundation
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5 Topics
4 Quizzes
overview of AI – Brief History and Examples in Everyday Life
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AI – History and Basic Questions
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AI – significance of Data and Analytics
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Knowledge Check – AI, Data and Analytics
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Data Growth and Big Data
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Knowledge Check – Data & Bigdata
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Examples of Analytics and Data Usage
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What is Machine Learning?
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ML Knowledge Check – Basics
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Modules 2AI and ML Technologies Survey
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7 Topics
Regression and Classification
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Neural Networks and Deep Learning
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Convolutional Neural Networks
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Clustering
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Representation Learning
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Reinforcement Learning and RNN
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Large Text Models and Transformers
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Module 3: AI/ML Applications and Trends
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4 Topics
Machine Learning Techniques and Machine Learning Workflow
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Neural Networks and Deep Networks
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Examples of Deep Networks in Business
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Applications of AI in: Retail, Healthcare and Manufacturing
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Module 4 : AI/ML Applications and Trends Part 2
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6 Topics
AI in Finance
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AI in Energy Industry
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AI in education
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AI in Security and Surveillance
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AI – pros and cons…
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AI as a Driver of Digital Transformation
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Module 5 AI Led Business Transformation and Identifying Opportunities
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10 Topics
AI Strategy
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What could go wrong
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Build vs. Buy vs. Other Options
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Strategies to Identify AI Opportunities
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Aligning AI with Business Strategy
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Future of AI and ML
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Explainable AI (XAI)
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Emotions, empathy and fair AI…
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AI Skill Requirements
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AI/ML Project Organization and RACI
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MODULE 6: Framework for Model Evaluation and Deployment of AI and ML
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2 Topics
Understanding Business Needs
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AI Lifecycle
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