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Machine Learning                               Conventional Programming Vs Machine Learning
                          Types of Machine Learning                      Deep Learning
                          Neural Networks                                How Does a Neural Network Work?

                          What Machine Learning Can and Cannot Do?       Jobs in AI
                      AI Ready-1                                                                                      132

                 Unit-2 AI Applications and Methodologies                                                             133
                          Key Fields of Application in AI                Computer Vision
                          Weather Prediction using AI                    Google’s Nowcasting
                          Price Forecast for Commodities                 Self-Driving Cars
                          Characteristics and Types of AI                Cognitive Computing (Perception, Learning, and Reasoning)

                          AI and Society                                 The Future with AI and AI in Action
                          Non-technical Explanation of Deep Learning       Challenges Posed by AI

                      AI Ready-2                                                                                      159

                 Unit-3 Maths for AI                                                                                  160
                          Introduction to Matrices                       Order of Matrix
                          Types of Matrices                              Applications of Matrices in AI
                          Operations on Matrices                         Vector Arithmetic

                          Set Theory                                     Relational Algebra
                          Set Operations                                 Introduction to Data Table Joins
                          Simple Statistical Concepts                    Variance and Standard Deviation
                          Visual Representation of Data                  Simple Linear Equation and Regression

                      AI Ready-3                                                                                      196

                 Unit-4 AI Values (Ethical Decision Making)                                                           197
                          Issues and Concerns around AI                  AI and Ethical Concerns
                          AI and Bias                                    What do we do about the Biases in AI?
                          AI: Ethics, Bias, and Trust                    Employment and AI

                      AI Ready-4                                                                                      211

                 Unit-5 Introduction to Storytelling                                                                  212
                          Storytelling: Communication Across the Ages      How to Tell a Fabulous Story with your Data?
                          Conflict and Resolution                        Need for Storytelling

                          Why is Data Storytelling Difficult?            Storytelling for Audience
                          Insights from Storytelling
                      AI Ready-5                                                                                      228

                 Unit-6 Critical & Creative Thinking                                                                  229
                          What is Design Thinking?                       Right Questioning
                          Identifying the Problem to Solve               Ideate
                          Empathy Map
                      AI Ready-6                                                                                      242



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