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Unit-2 Advanced Concepts of Modeling in AI                                                            113
                       Revisiting AI, ML, DL                          Common Terminologies used with Data
                       Modelling                                      What is Neural Network?
                       How does AI make a Decision?

              Unit-3 Evaluating Models                                                                              141
                       Understanding Evaluation                       Splitting the Training Set Data for Evaluation
                       Evaluation Techniques                          Accuracy and Error
                       Evaluation Metrics for Classification          Confusion Matrix
                       Accuracy from Confusion Matrix                 Precision
                       Recall                                         F1 Score
                       Ethical Concerns Around Model Evaluation

              Unit-4 Statistical Data (Practical)                                                                   165
                       What is Data Science?                          Introduction to Low/No-Code AI Approach for Statistical Data
                       Important Concepts in Statistics               Orange Data Mining
                       Applying the AI Project Cycle in Orange Data Mining

              Unit-5 Computer Vision                                                                                193
                       Concept of Computer Vision                     Applications of Computer Vision
                       Computer Vision Tasks                          Basics of Images
                       How does a Computer See Images?                No-Code AI Tools
                       Introduction to Lobe                           Introduction to Teachable Machine
                       Orange Data Mining Tool                        Image Feature
                       Convolution                                    What is Neural Network?
                       What is Convolutional Neural Network (CNN)?     Layers of Convolutional Neural Network (CNN)

              Unit-6 Natural Language Processing                                                                   233
                       What is Natural Language?                        What is NLP?
                       Stages of Natural Language Processing (NLP)        Chatbots
                       Text Processing                                  Techniques of Natural Language Processing
                       No-Code NLP Tools                                Natural Language Processing: Use Case
                       Sentiment Analysis                               NLP with Orange Data Mining Tool

              Unit-7 Advance Python (Practical)                                                                    263
                       Introduction to Anaconda                       Understanding Jupyter Notebook
                       What is a Virtual Environment?                 Working with Jupyter Notebook
                       Introduction to Python                         Why Python for Artificial Intelligence?
                       Applications of Python                         Recap of Python Basics
                       Modules and Packages                           NumPy (Numerical Python)
                       Pandas (PANel DAta)                            Matplotlib
                       SciPy(Scientific Python)                       NLTK
                       OpenCV


               Part  C  Practical & Project Work

                    Python Practical Questions                                                                     304
                    Viva Voce Questions                                                                             311
                    Project Work                                                                                    313
                    Model Test Paper                                                                                319
                    AI Glossary                                                                                    324





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