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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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