ML Design Sheet - for Product-Based Roles

What will you get from this sheet?

• Complete end-to-end pipeline to study, learn and implement Machine Learning and AI concepts.
• Best of the free, online resources to study each topic and concept have been listed (along with best lectures available and notes).
• Categorised the learning path for your ease.
• 12 State-of-the-art Unsolved Research problems for your resume project to crack a job.

Who is this for?

• You want to land a Machine Learning Engineer / AI Engineer / Data Scientist or similar role in 2025.
• You want a detailed path to finish preparing AI/ML Questions.
• You’re feeling overwhelmed about how to navigate the job market in such a short time.

About Me

• Software Engineer-III, Google
• Ex Software Developer-II, Meta
• Ex Software Developer, Microsoft
• Did M.Tech from IIT Madras, CSE
• Secured AIR 17 in GATE CS 2017 (First attempt, in B.Tech)

P.S. This sheet is not a copy or subset of any other sheet you find online.