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Unit-2 Advanced Concepts of Modeling in AI                                                            175
                       Revisiting AI, ML, DL                          Common Terminologies used with Data
                       Modelling                                      What is Neural Network?
                       How does AI make a Decision?
                    AI Ready-2                                                                                      220
              Unit-3 Evaluating Models                                                                              221
                       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
                    AI Ready-3                                                                                      251
              Unit-4 Statistical Data (Practical)                                                                  252
                       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
                    AI Ready-4                                                                                      303
              Unit-5.1 Computer Vision (Theory)                                                                    304
                       Concept of Computer Vision                     Applications of Computer Vision
                       Computer Vision Tasks                          Basics of Images
                       How does a Computer See Images?                Convolutions
                    AI Ready-5                                                                                      329
              Unit-5.2 Computer Vision (Practical)                                                                 330
                       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-6.1 Natural Language Processing (Theory)                                                        365
                       What is Natural Language?                      What is NLP?
                       Stages of Natural Language Processing (NLP)     Chatbots
                       Text Processing                                Techniques of Natural Language Processing
                    AI Ready-6                                                                                      396
              Unit-6.2 Natural Language Processing (Practical)                                                     397
                       No-Code NLP Tools                              Natural Language Processing: Use Case
                       Sentiment Analysis                             NLP with Orange Data Mining Tool
              Unit-7 Advance Python (Practical)                                                                     413
                       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
                    AI Ready-7                                                                                      486
               Part  C  Practical & Project Work
                    Python Practical Questions                                                                     489
                    Viva Voce Questions                                                                            500
                    Project Work                                                                                   503
                    Model Test Paper                                                                                510
                    AI Glossary                                                                                     515
                    AI Innovators                                                                                   516
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