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  1. Home
  2. Roadmaps
  3. AI/ML Engineer Roadmap

AI/ML Engineer Roadmap

Machine learning fundamentals through deep learning and MLOps — for students targeting AI research and ML engineer roles. **Salary expectations:** ML fresher/intern conversion: ₹8–18 LPA at product AI teams; research roles ₹12–25 LPA. Strong Kaggle + paper reading profiles stand out. **Recommended timeline:** 5–6 months

hard
250 hours
7 steps
AI/ML Engineer Roadmap learning path
1200x675
1

Math Foundations

Linear algebra, calculus, probability, and statistics essentials for ML.

40hResource
2

Python for ML

NumPy, Pandas, Matplotlib, and Jupyter workflows.

25hResource
3

Supervised & Unsupervised Learning

Regression, classification, clustering, and model evaluation metrics.

45hResource
4

Deep Learning with PyTorch

Neural networks, CNNs, RNNs, and transfer learning.

50hResource
5

NLP & Transformers Intro

Tokenization, embeddings, and Hugging Face transformers for text tasks.

40hResource
6

MLOps & Deployment

Model serving with FastAPI, MLflow tracking, and basic cloud deployment.

30hResource
7

ML Portfolio & Kaggle

Complete 2 Kaggle competitions and one end-to-end ML project with documentation.

20h

Related learning paths

Roadmap
Full Stack
Full Stack Developer Roadmap

End-to-end web development from database to UI — the profile startups and product companies love for campus hiring. **Salary expectations:** Full stack campus offers: ₹5–12 LPA at startups, ₹8–20 LPA at product companies (Razorpay, Swiggy, Zomato). Portfolio quality often matters more than CGPA. **Recommended timeline:** 5–7 months

Roadmap
DevOps
DevOps Engineer Roadmap

CI/CD, containers, Kubernetes, and SRE practices for DevOps and platform engineer campus pipelines. **Salary expectations:** DevOps freshers: ₹6–14 LPA at product companies, ₹4.5–9 LPA at service firms. Kubernetes + Terraform skills push offers toward ₹15–25 LPA within 2 years. **Recommended timeline:** 4–6 months

Roadmap
Blockchain
Blockchain Developer Roadmap

Smart contracts, Web3, and distributed ledger fundamentals for blockchain and Web3 startup campus roles. **Salary expectations:** Web3 freshers: ₹6–15 LPA at crypto startups (variable by token/equity). Traditional fintech blockchain teams: ₹8–18 LPA for Solidity + backend profiles. **Recommended timeline:** 4–5 months

Article
Off-Campus Job Search Strategy in India When Placement Cell Offers Are Limited

Actionable off-campus hiring playbook using referrals, job portals, hackathons, and direct applications for tier-2 and tier-3 graduates.

Article
Verbal Ability for Campus Placement: RC, Grammar, and Para Jumbles

Improve reading comprehension and English grammar scores for TCS, Infosys, Cognizant, and Wipro online assessments.

Article
Product vs Service Company: Career Choice Guide for Indian Graduates

Compare work culture, compensation, learning curves, and long-term career paths between TCS-style services and Google-style product firms.