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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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