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Representation of Data                         Introduction to Matplotlib
                        Introduction to Matrices                       Order of Matrix

                        Operations on Matrices                         Applications of Matrices in AI
                        Data Preprocessing
                    AI Ready-5                                                                                     320

              Unit-6 Machine Learning Algorithms                                                                    321
                        Machine Learning in a Nutshell                 Types of Machine Learning
                       Regression                                     Correlation
                       Classification                                  Unsupervised Learning—Clustering
                        K-Means Clustering                             Why is Clustering Unsupervised?
                    AI Ready-6                                                                                     366

              Unit-7 Leveraging Linguistics and Computer Science                                                   367
                        Challenges of the Human Language                IBM Project Debater
                        Natural Language Processing (NLP)               Emotion Detection and Sentiment Analysis

                        Classification Problem                          Chatbots
                        Phases of NLP—Converting Speech to Text & Analysing its Intent
                        Applications of NLP                            For Advanced Learners
                    AI Ready-7                                                                                     399

              Unit-8 AI Ethics and Values                                                                          400
                        Ethics in Artificial Intelligence              Why is AI Ethics Important?
                        The Five Pillars of AI Ethics                  Bias, Bias Awareness, AI Bias and Sources of Bias

                        Mitigating Bias in AI Systems                  Developing AI Policies
                        AI and Ethical Concerns                        Ethical Dilemma
                        Moral Machine
                    AI Ready-8                                                                                     426

               Part  C  Practical Work & Project Work


                    Practical Questions                                                                            429
                    Viva Voce Questions                                                                            444

                    Projects                                                                                       446
              Model Test Paper-1                                                                                    451
              Model Test Paper-2                                                                                   456

              AI Glossary                                                                                          459















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