Python Fundamentals and Data Types

Strings, Lists, Tuples, Sets and Dictionaries

Conditional Statements and Loops

Functions and Lambda Expressions

Object-Oriented Programming (OOP)

Exception and File Handling

Introduction to NumPy and Pandas

Series and DataFrame Operations

Data Cleaning and Preprocessing

Data Manipulation and Merging

Statistical Analysis and GroupBy

CSV Data Handling and Array Operations

Data Science Fundamentals and EDA

Data Exploration and Pattern Identification

Introduction to Matplotlib

Data Visualization using Seaborn

Charts, Graphs and Heatmaps

Classification and Regression Fundamentals

SQL Fundamentals and MySQL

Database Creation and Constraints

Data Manipulation and Querying

SQL Functions, Filtering and Aggregation

Joins, Subqueries and Normalization

Advanced SQL: CTEs, Window Functions and Triggers

Introduction to Machine Learning Algorithms

Supervised and Unsupervised Learning

Data Preprocessing and Feature Engineering

Regression and Classification Algorithms

Clustering and Ensemble Learning

Model Training, Prediction and Evaluation

Neural Networks: ANN, CNN and RNN

Deep Learning Models and Optimization

Natural Language Processing (NLP)

Text Processing using NLTK and spaCy

Sentiment Analysis and Named Entity Recognition

Computer Vision and Image Processing using OpenCV

Generative AI Fundamentals and Applications

Large Language Models (LLMs)

Prompt Engineering and Fine-Tuning Concepts

Transformer Architecture and Attention Mechanisms

Foundation Models: GPT, BERT and T5

Tokenization and Positional Encoding

Retrieval-Augmented Generation (RAG)

Vector Embeddings and Vector Databases

OpenAI API and Hugging Face Integration

LangChain, AI Agents and LLM Workflows

AI Chatbot and Q&A Application Development

Streamlit Interface Development and Deployment