TAAI - Manoj Kumar

๐“๐€๐€๐ˆ | ๐–๐ก๐ž๐ซ๐ž ๐€๐ˆ ๐๐ž๐ ๐ข๐ง๐ฌ ๐ฐ๐ข๐ญ๐ก ๐Œ๐š๐ญ๐ก
A genuine home for serious AI learners.
We ignore the hype and focus on the foundations. From the geometry of SVMs to the calculus of Backpropagation, we provide the blueprints you need to become a true AI Architect.

About the Founder: Manoj Kumar
AIR 13 โ€“ GATE
M.Tech in Machine Design (IIT Bombay)
M.Tech in Data Science (IIT Guwahati)
Expertise in Machine Learning, Linear Algebra, Probability & Statistics
Ex-Educator @ Unacademy

๐Ÿ“Œ Join our learning community today!
๐Ÿ’ฌ Got questions? Reach out via Discord or Telegram.
๐Ÿ”” Stay subscribed and keep leveling up your prep!





TAAI - Manoj Kumar

In applied math subjects like Machine Learning, geometric understanding isn't optional. It is everything.

If you are preparing for a math-heavy exam like GATE DA by just crunching matrices and memorizing formulas without visualizing what they actually represent, you are doing it wrong. You have to understand the geometry behind the math.

To test your geometrical understanding, check out the question below. Don't just calculate, try to visualize the spaces, and drop your answer in the comments.

1 week ago | [YT] | 25

TAAI - Manoj Kumar

๐Ÿ“Why GATE DA is the shortcut to all AI Careers in 2026?
youtube.com/live/dVO8UI9OQS0?si=Q5votW2rZg9C59Vz

๐Ÿ“ Start your journey with TAAI: www.taai.live/learn

1 week ago | [YT] | 13

TAAI - Manoj Kumar

This week's schedule has been uploaded. Best of luck!

๐Ÿ“ Start your journey with TAAI: www.taai.live/learn

1 week ago | [YT] | 22

TAAI - Manoj Kumar

Decision Trees feel simpleโ€ฆ

Until you try to code one from scratch ๐Ÿ˜

Can you do it? ๐Ÿ‘‡

2 weeks ago | [YT] | 21

TAAI - Manoj Kumar

Most people:
model.fit(X, y) โ†’ ๐Ÿ˜Ž done

You:
โ€œWaitโ€ฆ what is it actually doing?โ€ ๐Ÿค”

That curiosity is dangerous (in a good way).

So we built every ML algorithm from scratch in Python in this playlistโ€”no shortcuts, no black boxes, just pure understanding.

Because once you know whatโ€™s happening under the hood, libraries stop feeling like magicโ€ฆ and start feeling like tools you actually control.

๐Ÿ‘‰ Dive in before your .fit() calls start judging you.
Playlist - https://www.youtube.com/watch?v=iobgx...

2 weeks ago | [YT] | 6

TAAI - Manoj Kumar

The schedule for this week has been uploaded. Best of luck!

๐Ÿ“ Start your journey with TAAI: www.taai.live/learn

2 weeks ago (edited) | [YT] | 33

TAAI - Manoj Kumar

๐ŸŽ“ ๐™ˆ.๐™๐™š๐™˜๐™ ๐˜ผ๐™ฅ๐™ฅ๐™ก๐™ž๐™˜๐™–๐™ฉ๐™ž๐™ค๐™ฃ ๐˜ฟ๐™š๐™–๐™™๐™ก๐™ž๐™ฃ๐™š๐™จ (๐™‚๐˜ผ๐™๐™€ 2026) & ๐˜พ๐™Š๐˜ผ๐™‹ ๐˜พ๐™ค๐™ช๐™ฃ๐™จ๐™š๐™ก๐™ก๐™ž๐™ฃ๐™œ

๐Ÿš€ ๐˜ฟ๐™ค๐™ฃโ€™๐™ฉ ๐™ข๐™ž๐™จ๐™จ ๐™ฎ๐™ค๐™ช๐™ง ๐™˜๐™๐™–๐™ฃ๐™˜๐™š ๐™ฉ๐™ค ๐™จ๐™ฉ๐™–๐™ง๐™ฉ ๐™ฎ๐™ค๐™ช๐™ง ๐™ˆ.๐™๐™š๐™˜๐™ ๐™Ÿ๐™ค๐™ช๐™ง๐™ฃ๐™š๐™ฎ! โœจ
๐Ÿ“… ๐™†๐™š๐™ฎ ๐™™๐™š๐™–๐™™๐™ก๐™ž๐™ฃ๐™š๐™จ ๐™ฎ๐™ค๐™ช ๐™ข๐™ช๐™จ๐™ฉ ๐™ฃ๐™ค๐™ฉ ๐™ข๐™ž๐™จ๐™จ ๐Ÿ‘‡

๐Ÿ“Œ ๐™ˆ.๐™๐™š๐™˜๐™ ๐˜ผ๐™ฅ๐™ฅ๐™ก๐™ž๐™˜๐™–๐™ฉ๐™ž๐™ค๐™ฃ
๐Ÿ”น IIT Delhi โ€“ April 11
๐Ÿ”น IIT Kanpur โ€“ April 13
๐Ÿ”น IIT BHU โ€“ April 13
๐Ÿ”น IIT Jammu โ€“ April 14
๐Ÿ”น IIT Jodhpur โ€“ April 15
๐Ÿ”น IIT Gandhinagar โ€“ April 15
๐Ÿ”น IIT Ropar โ€“ April 15
๐Ÿ”น IIT Hyderabad โ€“ April 17 (Tentative)
๐Ÿ”น IIT Mandi โ€“ April 17
๐Ÿ”น IIT Kharagpur โ€“ April 18
๐Ÿ”น IIT ISM Dhanbad โ€“ April 19
๐Ÿ”น IIT Bhubaneswar โ€“ April 20
๐Ÿ”น IIT Bhilai โ€“ April 20
๐Ÿ”น IIT Patna โ€“ April 20
๐Ÿ”น IIT Roorkee โ€“ April 20
๐Ÿ”น IIT Indore โ€“ April 24
๐Ÿ”น IIT Palakkad โ€“ April 25
๐Ÿ”น IIT Dharwad โ€“ April 26
๐Ÿ”น IIT Madras โ€“ April 27
๐Ÿ”น IIT Goa โ€“ April 28

โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
๐Ÿ“ข ๐˜พ๐™Š๐˜ผ๐™‹ ๐˜พ๐™ค๐™ช๐™ฃ๐™จ๐™š๐™ก๐™ก๐™ž๐™ฃ๐™œ ๐™๐™ค๐™ช๐™ฃ๐™™๐™จ
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
๐Ÿ”ด Round 1: May 11 โ€“ May 13
๐Ÿ”ด Round 2: May 17 โ€“ May 20
๐Ÿ”ด Round 3: May 24 โ€“ May 27
๐Ÿ”ด Round 4: May 31 โ€“ June 03
๐Ÿ”ด Round 5: June 05 โ€“ June 10

โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
๐Ÿ”ฅ ๐™Ž๐™ฉ๐™–๐™ฎ ๐™–๐™๐™š๐™–๐™™. ๐™‹๐™ก๐™–๐™ฃ ๐™จ๐™ข๐™–๐™ง๐™ฉ. ๐˜ผ๐™ฅ๐™ฅ๐™ก๐™ฎ ๐™ค๐™ฃ ๐™ฉ๐™ž๐™ข๐™š!

๐Ÿ’ฌ ๐˜พ๐™ค๐™ข๐™ข๐™š๐™ฃ๐™ฉ ๐™—๐™š๐™ก๐™ค๐™ฌ ๐™ž๐™› ๐™ฎ๐™ค๐™ช ๐™ฃ๐™š๐™š๐™™ ๐™๐™š๐™ก๐™ฅ!
๐Ÿ‘ ๐™‡๐™ž๐™ ๐™š | ๐™Ž๐™๐™–๐™ง๐™š | ๐™Ž๐™ช๐™—๐™จ๐™˜๐™ง๐™ž๐™—๐™š

#GATE2026 #MTechAdmissions #IIT #COAP #Engineering #HigherStudies ๐Ÿš€

3 weeks ago | [YT] | 29

TAAI - Manoj Kumar

The schedule for this week has been uploaded

๐Ÿ“ Start your journey with TAAI: www.taai.live/learn

3 weeks ago | [YT] | 21

TAAI - Manoj Kumar

๐Ÿ‘‰๐‹๐š๐ฎ๐ง๐œ๐ก๐ข๐ง๐  ๐…๐‘๐„๐„ ๐Œ๐‹ ๐’๐ž๐ซ๐ข๐ž๐ฌ โ€“ ๐๐ฎ๐ข๐ฅ๐ ๐€๐ฅ๐ ๐จ๐ซ๐ข๐ญ๐ก๐ฆ๐ฌ ๐…๐ซ๐จ๐ฆ ๐’๐œ๐ซ๐š๐ญ๐œ๐ก
๐“๐ก๐ž "๐๐ฅ๐š๐œ๐ค ๐๐จ๐ฑ" ๐ž๐ง๐๐ฌ ๐ก๐ž๐ซ๐ž. ๐Ÿ›‘
Most people can import a library. Very few can write the logic behind it.
In a competitive market, the difference between a "user" and an "engineer" is deep fundamental knowledge. Thatโ€™s why Iโ€™m releasing a new series on the TAAI YouTube channel: "๐ˆ๐ฆ๐ฉ๐ฅ๐ž๐ฆ๐ž๐ง๐ญ๐ข๐ง๐  ๐Œ๐‹ ๐€๐ฅ๐ ๐จ๐ฌ ๐…๐ซ๐จ๐ฆ ๐’๐œ๐ซ๐š๐ญ๐œ๐ก ๐ข๐ง ๐๐ฒ๐ญ๐ก๐จ๐ง."

We are stripping away the abstractions to build core algorithms from the ground up using:
โœ… Raw Python implementation
โœ… Translation of math into efficient code
โœ… Deep-dives for high-level technical interviews
โฐ ๐…๐ข๐ซ๐ฌ๐ญ ๐ฏ๐ข๐๐ž๐จ ๐๐ซ๐จ๐ฉ๐ฌ ๐ญ๐จ๐ฆ๐จ๐ซ๐ซ๐จ๐ฐ ๐š๐ญ 8 ๐๐Œ!

3 weeks ago | [YT] | 57

TAAI - Manoj Kumar

Hello everyone, the schedule for this week has been uploaded

1 month ago | [YT] | 22