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Introduction to Artificial intelligence 1 What is Artificial intelligence? 2 History of Artificial intelligence 3 AI vs Machine learning vs Deep Learning 4 What is RLHF in Al?

Impact of Generative AI in Industries 1 What is Generative AI? 2 Generative AI Tool 3 Disruptions in Creative Industries 4 Potential Benefits Generative AI in Industries 5 Assessment - Gen AI - Impact of Generative AI in Industries 6 AI Governance & Risk Management

Mathematics for AI (Simplified for Beginners) 1 Linear Algebra for AI 2 Probability Basics 3 Statistics for ML 4 Gradient & Optimization (visual explanation)

Python for AI (Hands-on) 1 Python Basics 2 Data Structures 3 Numpy & Pandas 4 Data Visualization

Data Handling (Real-world skill) 1 Data Collection 2 Data Cleaning 3 EDA (Exploratory Data Analysis) 4 Feature Engineering

Machine Learning Basics 1 What is ML 2 Types of ML 3 ML Workflow

Supervised Learning (Most Important) 1 Linear Regression 2 Logistic Regression 3 Decision Trees 4 Random Forest 5 SVM

Unsupervised Learning 1 Clustering (K-Means) 2 PCA (Dimensionality Reduction)

Model Evaluation & Tuning 1 Accuracy, Precision, Recall 2 Confusion Matrix 3 Cross-validation 4 Hyperparameter tuning

Neural Networks 1 Perceptron 2 Activation Functions 3 Backpropagation

Deep Learning Architectures 1 CNN (Image recognition) 2 RNN (Sequences) 3 LSTM

Generative AI & LLMs 1 GPT Models Explained 2 Prompt Engineering (Advanced) 3 RAG Systems 4 Fine-tuning 5 AI Agents (latest trend)

Reinforcement Learning 1 Basics of RL 2 Q-Learning 3 Real-world use cases

AI Deployment & MLOps 1 APIs (Flask/FastAPI) 2 Model deployment 3 Cloud basics (AWS/Azure) 4 Monitoring models

Responsible AI 1 Bias in AI 2 Security risks 3 AI governance 4 Ethical guidelines

End-to-End AI Projects 1 Resume screening system 2 NLP chatbot 3 Recommendation system 4 Fraud detection system

AI Career Preparation 1 Resume building 2 AI portfolio 3 GitHub projects 4 Interview questions 5 Salary negotiation tips

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Table of Contents

Activation Functions

Rumman Ansari June 25, 2026 26 views Subject Details

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