JavaScript Fundamentals

Developer Skills & Editor Setup

Types of AI: Narrow AI vs. General AI

What is Machine Learning?

AI vs. Machine Learning vs. Deep Learning

Applications of AI and ML

Real-world examples of AI and ML

Introduction to Python

Key Libraries

Python

Data Structures and Algorithms for AI

Functions, Loops, Recursion, and Debugging

Software Development Practices

Regression

Classification

Model Evaluation

Hyperparameter Tuning

Clustering

Dimensionality Reduction

Anomaly Detection

Introduction to Neural Networks

Advanced Deep Learning Architectures

Transfer Learning

Generative Models

Text Preprocessing

Bag-of-Words

TF-IDF

Word Embeddings

Sequence Models

Advanced NLP Models

Applications of NLP

Introduction to Reinforcement Learnin

Key Concepts

Markov Decision Processes

Q-Learning and Temporal Difference Learning

Policy Gradient Methods

Deep Reinforcement Learning

Applications of RL

AI Bias and Fairness

Transparency and Explainability

Ethical Considerations in AI

Privacy and Security in Machine Learning

Time Series Analysis and Forecasting

AI in Computer Vision

AI in Healthcare, Autonomous Vehicles, Robotics

Federated Learning

Meta-Learning

Graph Neural Networks

Introduction to Model Deployment

Model Deployment with Flask/Django

Containerization with Docker

Cloud Platforms

Model Monitoring and Versioning

Real-world problem solving using AI/ML

End-to-End implementation of a model

Documentation, Reporting, and Presentation