Undergrads & Master's Students:
Master ML Fundamentals Without Crazy Math Or Confusing Explanations
Watch the video below to learn more!
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Amit R
IIT Madras 2025
I love how easy it is to get started with implementation. This is exactly how I wanted to learn.​
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Shekhar C
NYU 2024
The courses have been a LIFESAVER for me. They're almost like having a personal expert by your side.​
Chang L
Ex-Yahoo AI/ML Engineer
It significantly boosted my confidence in AI/ML. Highly recommend for anyone serious about advancing.​
The First Principles Framework:
01
4 Must Know ML Concepts [Written Guide]
I've poured my heart and soul into this guide, ensuring that it's easy-to-read, clear, & concise.
02
PyTorch Deep Dive [Written Guide]
This 35-page guide is a cheat code to Neural Networks, PyTorch fundamentals, and implementing training loops.
03
Five Day ML Challenge [Written Guide]
Once you've mastered the fundamentals, challenge yourself to learn one additional concept a day, for five straight days.
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Framework Bonuses
These come at no extra charge.
01
RAG [Coding Walkthrough]
RAG is a must-know topic for aspiring Machine Learning Engineers.​
02
Vision Transformer [Paper Breakdown]
I've created a video lecture breaking down this crucial paper, which will save you valuable time.
03
Intro to Reinforcement Learning [Video Lecture]
I've created an Intro to RL covering the must-know fundamentals.​Secure it and kickstart your RL journey today.
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Head Instructor Dev here.
If you haven't already watched the video I made for you above, please do so now.
After helping thousands of students master ML fundamentals...
I've summarized the must-know concepts into 3 concise study guides.
I want to share these guides with you through the First-Principles Framework.
There's just one catch.
This is a limited time offer, and I can't guarantee it'll be available at this price forever.
Trusted By Students Around The World
Simon Wang, Singapore
"Dev has a knack for simplifying complex concepts."
Jane Grant, New York
"This course contains detailed concepts that you won't find collected together anywhere else."
Rafael Ruiz, Spain
"I love how all the concepts are tied together from module to module."
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Stefan E
I followed the free course recently and it was amazing. The GPT section vastly improved my understanding.
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F. D. K.
Oh my your videos are so good. I've been trying to get into ML, but found it difficult until I found your videos.
Tim Y
Thank you! I think you're the only person who has created ML practice questions like these.