Complete 12-Month Curriculum (Industry-Oriented)

Outcome

By the end of 12 months, learners will:

• Build AI Agents
• Develop RAG Systems
• Create AI SaaS Products
• Deploy Production AI Applications
• Launch AI Startup Ideas
• Become AI Engineers, AI Consultants, or AI Founders

Month 1: Python Programming & Computer Science Foundations

Topics

• Python Basics
• Variables & Data Types
• Loops & Conditions
• Functions
• OOP Concepts
• Exception Handling
• File Handling
• Modules & Packages
• Virtual Environments
• Git & GitHub

Data Structures

• Arrays
• Lists
• Tuples
• Dictionaries
• Sets
• Stack
• Queue

Projects

1. Expense Tracker
2. Library Management System
3. Student Management System

Month 2: Mathematics & Statistics for AI

Linear Algebra

• Vectors
• Matrices
• Eigenvalues
• Eigenvectors

Statistics

• Mean
• Median
• Mode
• Standard Deviation

Probability

• Bayes Theorem
• Distributions
• Random Variables

Calculus

• Derivatives
• Gradients
• Optimization

Projects

1. Statistical Dashboard
2. Probability Simulator

Month 3: Machine Learning Fundamentals

Topics

• ML Workflow
• Data Collection
• Data Cleaning
• Feature Engineering

Algorithms

• Linear Regression
• Logistic Regression
• KNN
• Naive Bayes
• Decision Trees
• Random Forest

Evaluation

• Accuracy
• Precision
• Recall
• F1 Score

Projects

1. House Price Prediction
2. Employee Attrition Prediction

Month 4: Deep Learning & Neural Networks

Topics

• Artificial Neural Networks
• Activation Functions
• Backpropagation
• Gradient Descent

Frameworks

• TensorFlow
• Keras
• PyTorch

Architectures

• CNN
• RNN
• LSTM

Projects

1. Image Classification
2. Handwritten Digit Recognition
3. Face Mask Detection

Month 5: NLP & Generative AI

Topics

• Text Processing
• Tokenization
• Stemming
• Lemmatization

NLP Models

• Word2Vec
• GloVe
• BERT

LLM Fundamentals

• GPT Architecture
• Prompt Engineering
• Embeddings

Projects

1. Sentiment Analysis
2. AI Content Generator
3. Resume Analyzer

Month 6: Transformers & LLM Engineering

Topics

• Attention Mechanism
• Transformer Architecture
• GPT Models
• Claude Models
• Gemini Models

Advanced Prompting

• Chain of Thought
• ReAct
• Self Reflection

Fine Tuning

• LoRA
• PEFT

Projects

1. AI Interview Assistant
2. AI Research Assistant

Month 7: RAG Systems Engineering

Topics

• Vector Databases
• Semantic Search
• Retrieval Systems
• Knowledge Bases

Tools

• LangChain
• LlamaIndex
• ChromaDB
• Pinecone
• FAISS

Projects

1. PDF Chat Assistant
2. Company Knowledge Bot
3. Legal Document Assistant

Month 8: AI Agents & Multi-Agent Systems

Topics

• AI Agent Fundamentals
• Agent Planning
• Memory Systems
• Tool Calling
• Function Calling

Frameworks

• LangGraph
• CrewAI
• AutoGen

Projects

1. Personal AI Agent
2. Research Agent
3. Recruiting Agent
4. Sales Agent

Month 9: Full Stack AI Development

Frontend

• HTML
• CSS
• JavaScript
• TypeScript
• React
• Next.js

Backend

• Python
• FastAPI
• Node.js

Database

• PostgreSQL
• MongoDB

Projects

1. AI SaaS Platform
2. AI Chat Application
3. AI CRM

Month 10: Cloud, DevOps & MLOps

Cloud

• AWS
• Azure
• GCP

DevOps

• Linux
• Docker
• Kubernetes
• CI/CD

MLOps

• MLflow
• Weights & Biases
• Model Monitoring

Projects

1. Deploy AI Models
2. Scalable AI APIs

Month 11: Startup Building & Product Development

Topics

• Problem Validation
• Customer Discovery
• MVP Development
• Pricing Strategy
• Marketing Fundamentals

Business Models

• SaaS
• Subscription
• API Monetization

Projects

1. AI Startup MVP
2. AI SaaS Product

Month 12: Capstone & Industry Projects

Project 1

AI Recruitment Platform

Project 2

AI Customer Support System

Project 3

Enterprise RAG Platform

Project 4

Multi-Agent Business Automation System

Project 5

AI Startup Launch

Final Portfolio Projects

Beginner

• AI Chatbot
• Resume Analyzer
• Sentiment Analyzer

Intermediate

• RAG PDF Assistant
• AI Interview Coach
• AI Research Assistant

Advanced

• Multi-Agent Platform
• AI SaaS Application
• Enterprise Knowledge Assistant

Tools & Technologies

Programming

• Python
• JavaScript
• TypeScript

AI/ML

• Scikit-Learn
• TensorFlow
• PyTorch

LLM

• OpenAI
• Gemini
• Claude
• Ollama

Frameworks

• LangChain
• LangGraph
• LlamaIndex
• CrewAI

Frontend

• React
• Next.js
• Tailwind CSS

Backend

• FastAPI
• Node.js
• Express.js

Database

• PostgreSQL
• MongoDB
• Redis

Cloud

• AWS
• Azure
• GCP

DevOps

• Docker
• Kubernetes
• GitHub Actions

Career Paths After Completion

• AI Engineer
• Generative AI Engineer
• AI Agent Developer
• LLM Engineer
• RAG Engineer
• MLOps Engineer
• AI Product Developer
• AI Consultant
• AI Startup Founder