Save 15% on your first note set — use code EPOCH15 at checkout
Study Smarter · Not Longer

Handwritten notes
for the AI age.

Fast-reference study notes for Machine Learning, Deep Learning, Reinforcement Learning, and the mathematics behind them — written by hand by a PhD who has taught thousands.

PDF · Print-ready Lifetime updates Instant download
Vol. 1
Handwritten notes showing step-by-step derivation of Logistic Regression with equations and colored annotations
← actual page from ML Vol. 1
The Subjects

Six disciplines. One coherent voice.

Why These Notes

Not a textbook. Not a cheat sheet. Something better.

Built by a PhD, not a content team

Every page is written by Dr. Milan Joshi — PhD in Mathematics, senior faculty at Great Learning, 20+ years of teaching. No ghostwriters, no AI slop.

Intuition first, then the math

You see why a concept matters before you see the equation. Derivations are shown step by step — not collapsed into black boxes.

Made to actually revise from

Dense enough to replace a chapter. Visual enough to scan in minutes. The format you wish your own notes looked like.

Lifetime updates, forever

The field moves; so do the notes. Every purchase includes every future revision of that set, at no extra cost.

Inside a Note Set

Every page reads like your smartest friend's notebook.

Not walls of prose. Not bullet-point slides. Real handwritten pages where every equation has a box, every derivation flows step by step, and every concept is introduced before it's used.

  • Full derivations — never "it can be shown that"
  • Colored highlight system for definitions, formulas, and conclusions
  • Worked examples alongside the theory, not in an appendix
  • Common pitfalls and "easy to confuse" boxes on every major topic
  • Print beautifully on A4 or letter paper
Download a Free Chapter
Sample page showing logistic regression derivation with color-coded equations
Launch Pricing

Three ways to get started.

Free Sample
Try before you buy
₹0
  • One full sample chapter, any subject
  • Ten handwritten pages
  • No credit card, no spam
  • Delivered to your inbox in 60 seconds
Get Free Sample
Any Single Set
Pick one to start
₹50 per set
  • Pick any one of 22 note sets
  • Full handwritten PDF, instant download
  • Lifetime updates to that set
  • Print on A4 or US Letter
Browse All Notes
See for yourself →
no spam, promise
Try Before You Buy

Get a free sample chapter in your inbox.

Ten handwritten pages on gradient descent — from the definition of a derivative to the update rule. No credit card, no fluff.

One email. You’ll get the PDF within 60 seconds. Unsubscribe anytime.

What Learners Say

Quiet wins from real people.

The logistic regression note clicked for me in twenty minutes what three months of YouTube videos couldn't. The derivations are the whole thing.

PR
Priya R.
ML Engineer · Bangalore

I bought the All-Access bundle before my Google interview loop. Passed. The quick-reference format is exactly what you want the night before.

AK
Arjun K.
Senior SDE · Hyderabad

As a teacher myself, I recommend these to every student. The handwritten format makes hard math approachable without dumbing it down.

SM
Dr. Sara M.
Professor · Dubai
Dr. Milan Joshi
Meet the Author

Dr. Milan Joshi

PhD Mathematics · Senior Faculty, Great Learning

Milan has spent two decades teaching mathematics and, for the last several years, AI — first to engineering undergrads, then to working professionals at Great Learning, the Emirates Institute of Finance, and Airtics Sharjah. His PhD thesis was on Almost Periodic Functions on Locally Compact Groups. He has published 15+ peer-reviewed papers and once placed 6th globally (out of 1,168 teams) in the African Biomass Challenge. These notes are what he wished he'd had when he was a student.

20+
Years Teaching
15+
Publications
20K+
Learners
Read the Full Story