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Role-Based Roadmap

AI Engineer / Generative AI Engineer

Python + ML + Deep Learning + LLMs + RAG + Agents + Full Stack AI

FAANG-level AI roles
Gen AI Engineer roles
AI Startups
Remote AI jobs
High-paying AI internships
3 MONTH

Beginner → Intermediate

Build strong AI foundations + basic AI projects.

📅 MONTH 1 — Python + Math + ML Basics

✅ Learn

  • 🐍Python — Syntax, Functions, OOPs, File Handling, APIs
  • 📊Math for AI — Statistics, Probability, Linear Algebra basics
  • 📦Python Libraries — NumPy, Pandas, Matplotlib

🛠 Build

  • Student Data Analyzer
  • CSV Dashboard
  • Basic Chatbot

📅 MONTH 2 — Machine Learning + Data Science

✅ Learn

  • 🤖Machine Learning — Linear Regression, Logistic Regression, Decision Trees, Random Forest, Clustering
  • 📊Data Science — EDA, Data Cleaning, Feature Engineering
  • 📈Visualization — Seaborn, Plotly

🛠 Build

  • House Price Predictor
  • Resume Classifier
  • Movie Recommendation System

📅 MONTH 3 — Deep Learning + Gen AI Intro

✅ Learn

  • 🧠Deep Learning — Neural Networks, CNN, RNN
  • 🤖Gen AI Basics — LLM Concepts, Prompt Engineering, OpenAI API, Hugging Face

🛠 Build

  • AI Resume Analyzer
  • AI PDF Chatbot
  • AI Image Caption Generator

RESULT

✅ Python Strong

✅ ML Basics

✅ Deep Learning Intro

✅ Gen AI Basics

✅ 3–5 AI Projects

AI Internships
Freelancing
Beginner AI roles
6 MONTH

Intermediate → Industry Ready

Become job/internship ready AI Engineer.

📅 MONTH 4 — LLMs + RAG Systems

✅ Learn

  • 🤖LLM Stack — Transformers, Embeddings, Vector DBs
  • 🧠RAG — LangChain, Pinecone/FAISS, Retrieval Pipelines

🛠 Build

  • AI Research Assistant
  • RAG PDF Chatbot
  • AI Notes Generator

📅 MONTH 5 — Agentic AI + AI Deployment

✅ Learn

  • 🤖Agentic AI — AI Agents, Multi-Agent Systems, Memory, Tool Calling
  • ☁Deployment — Streamlit, Vercel, Docker basics

🛠 Build

  • Multi-Agent AI Assistant
  • AI Coding Assistant
  • AI Career Mentor

📅 MONTH 6 — Portfolio + System Design + Resume

✅ Learn

  • 🏗AI System Design — AI Architecture, Scaling AI apps, APIs
  • 💼Career Prep — Resume, LinkedIn, GitHub Optimization

🛠 Build

  • AI SaaS Platform
  • AI Interview Assistant
  • AI Learning Platform

RESULT

✅ Internship Ready

✅ Freelance Ready

✅ AI Product Ready

✅ Strong Portfolio

✅ Real AI Projects

₹10–20 LPA internships/jobs
Startup AI roles
Remote projects
1 YEAR

Advanced → High Paying AI Engineer

Become top-tier AI Engineer for FAANG, AI startups, Remote US jobs.

📅 MONTHS 7–9 — Advanced AI Engineering

✅ Learn

  • 🧠Advanced Topics — Fine Tuning, LoRA, Quantization, AI Optimization, GPU Training
  • ☁MLOps — ML Pipelines, CI/CD for AI, Monitoring

🛠 Build

  • Custom Fine-Tuned LLM
  • AI SaaS Product
  • Enterprise RAG System

📅 MONTHS 10–12 — FAANG-Level Preparation

✅ Learn

  • 💻DSA — LeetCode Medium/Hard
  • 🏗System Design — AI System Design, Distributed Systems
  • ☁Cloud — AWS, Kubernetes, Docker

🛠 Build

  • AI SaaS
  • Multi-Agent Platform
  • AI Code Assistant
  • AI Resume Analyzer
  • Enterprise RAG Chatbot

RESULT

✅ FAANG Ready

✅ AI Product Engineer

✅ ₹30–50+ LPA Potential

✅ Remote Global Jobs

FAANG AI roles
AI Startup opportunities
Remote US jobs

MOST IMPORTANT SKILLS FOR HIGH PAY

MUST MASTER:

PythonMachine LearningLLMsRAGLangChainAI AgentsAPIsCloud DeploymentSystem Design

Ready to become an AI Engineer?

Start with the 3-month roadmap and build your way up to FAANG-level AI roles.

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