Consulting & Analytics ClubIIT Guwahati

Gradient
Ascent

A comprehensive interview guide on Machine Learning and Data Science.

Explore Materials
100K+
Students Benefited
30+
Interview Experiences
50+
Curated Topic Notes
200+
Practice Questions
Why Gradient Ascent

What's in it for you?

Everything you need for a focused, last-minute revision before your ML & Data Science interviews.

Introduction

Gradient Ascent is a curated internship-preparation program focused on Data Science and Machine Learning. It equips students with the tools, strategies, and confidence to crack technical interviews.

What it contains

  • Data analytics & ML fundamentals
  • Problem-solving & case-based approach
  • Resume & profile building
  • Mock interviews and real-world applications

How is it helpful?

The ultimate resource for a last-minute revision before your interviews. Ideal for anyone targeting Machine Learning or Data Science roles. Condensed, curated, and interview-ready.

Course Materials

Everything, in one place

Free to download. No registration, no fees. Just open and start preparing.

Question Bank

Question Bank

Questions and answers covering the general topics frequently asked in interviews, everything from basic Python to NLP.

Access
AY 25-26

Interview Experiences '25-26

30+ ML & Data Science interview experiences from top MNCs. The questions, the rounds, and how candidates cracked them.

Access
Notes

Resources

A guide covering all the essential topics for interview prep. Quality material, curated and organised in one place.

Access
AY 24-25

Interview Experiences '24-25

30+ ML & Data Science interview experiences from top MNCs. A proven archive from last year's placement season.

Access
Know More

Frequently asked questions

What is Gradient Ascent?
A question bank for your placement / internship preparation. It contains important questions from everything that involves data, from basic Python and SQL through to advanced architectures, alongside curated notes and real interview experiences.
How do I register and get access?
You can download it directly from this website. There is no registration and no fee or charge to download any of the material.
Is Gradient Ascent completely exhaustive?
It covers virtually every topic that can be asked in interviews, but it works best as a revision aid. Make sure your fundamentals are clear and that you deeply understand your own projects.
Get in Touch

The people behind it

Have a question or feedback? Reach out to the team.

Nalin Goel

Analytics Head

Saksham Gupta

ML Research Head

Achyuth A

Projects & Competitions Head

Get the complete guide

Question banks, curated notes, and 30+ real interview experiences. Free to download.

Download the guide