Page 12 - AI Ver 1.0 Class 10
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SUBJECT SPECIFIC SKILLS

                UNIT      SUB-UNIT                                SESSION / ACTIVITY / PRACTICAL
                                         Session: What is Intelligence?
                                         Session: Decision Making.
                         Foundational       •   •  How do you make decisions?
                   INTRODUCTION TO AI    Session: what is Artificial Intelligence and what is not?
                         concepts of AI
                                            Make your choices!


                                         Session: Introduction to AI and related terminologies.
                                            •
                                            Introducing AI, ML & DL.
                                            Introduction to AI Domains (Data, CV & NLP)
                                            •
                        Basics of AI: Let’s
                          Get Started    Session: Applications of AI – A look at Real-life AI implementations
                                         Session: AI Ethics

                          Introduction   Session: Introduction to AI Project Cycle

                                         Session: Understanding Problem Scoping &
                        Problem Scoping
                                         Sustainable Development Goals
                        Data Acquisition  Session: Simplifying Data Acquisition
                  AI PROJECT   CYCLE  Data Exploration  Session: Visualising Data




                                            Introduction to Rule Based & Learning Based AI Approaches
                                            • Session: Introduction to modelling
                            Modelling
                                            •  Introduction to Supervised Unsupervised & Reinforcement Learning Models
                                            •  Neural Networks

                           Evaluation    Session: Evaluating the idea!

                                         Session: Introduction to Natural Language Processing
                 NATURAL LANGUAGE   PROCESSING  Language Differences  Session: Revisiting AI Project Cycle
                          Introduction
                                         Session: NLP Applications
                                         Activity: Introduction to Chatbots
                           Chatbots
                                         Session: Human Language VS Computer Language

                                         Hands-on: Text processing
                                         •  Data Processing
                       Concepts of Natural
                       Language Processing  •  Bag of Words
                                         •  TFIDF (Optional)**
                                         •  NLTK

                          Introduction   Session: Introduction to Model Evaluation
                 EVALUATION  Confusion Matrix  Session & Activity:: Confusion Matrix



                                         Session: Understanding Accuracy, Precision, Recall & F1 Score
                        Evaluation Score
                          Calculation
                                         Activity: Practice Evaluation
              **NOTE: Optional components shall not be assessed. They are for extra knowledge



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