Jotaro

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Jotaro

Jotaro

@geometricZed

Maths

Beigetreten Mayıs 2026
46 Folgt4 Follower
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nibbleton 🛠️
nibbleton 🛠️@nibbletonbuilds·
here's to doing pure math research and being obscenely rich.
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Jotaro
Jotaro@geometricZed·
@goyalayus If u go for linear algebra, try Linear Algebra Done Right by Sheldon Axler
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Ayush Goyal
Ayush Goyal@goyalayus·
I am stuck on this, I have tried. tried a lot. every llm. none can make me understand it. i'll have to use some brain, i hate it. I just have to read it. no immidiate use. no beauty.
Ayush Goyal tweet media
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Jotaro
Jotaro@geometricZed·
@goyalayus Man wtf , u won't believe me but that's the exact book i am following 💀💀Co incidence?? Damnnn
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Jotaro
Jotaro@geometricZed·
@goyalayus Yeps I'm well aware of that , thanks for the advice though I study from books, nd as I mentioned I use gemini's assistance.
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Ayush Goyal
Ayush Goyal@goyalayus·
If you are studying mathematics purely from Gemini, I would not recommend it. Pick up a good book. For example, if you are... Yeah, so pick up a good book and then study from that. Use Gemini for considering your signs. Also, Gemini Flash sometimes hallucinates. It will give you proofs that are not useful. So use thinking mode sometimes when you need it. It's useful to regularly think.
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Ayush Goyal
Ayush Goyal@goyalayus·
I constantly find Gemini 3.5 flash a great teacher, somehow it gets me.
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Jotaro@geometricZed·
@goyalayus That's the thung brother, I started DL then realised if I truly wanna be a reasearcher Maths is inseparable, you'll realise all along it was maths Stats , linear algebra, Representation Theory etc etc , this shit is never ending lol
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Ayush Goyal
Ayush Goyal@goyalayus·
I was reading some stuff from... There's this guy who is an expert on async RL, and I was reading some stuff from him on RL algorithms, and I just realized that, fuck, I don't know any crop stats. I just forgot everything I knew. So, very ashamed of myself. I want to be a researcher, but then I don't know the basics. So I went in and thought that this would be the last time I would be studying mathematics. But this time, I would be studying it for life. By life, I mean I will not forget the things that I am studying for life.
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Ayush Goyal
Ayush Goyal@goyalayus·
I feel sad for the people who took crash course in mathmatics
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abhinav
abhinav@AbhinavXJ·
have you found your passion yet?
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🫧@sijuagain·
tweet it into existence. what do you genuinely need rn ?
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Eden Hazard Stan
Eden Hazard Stan@AapkiWifeKaBF·
@geometricZed As I’ve said, you’re dismissed and I’d appreciate if you stop talking to me, mate. Please don’t be a nuisance. Cheers.
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Jotaro@geometricZed·
@AapkiWifeKaBF are u dumb? + Quite an interesting username for someone who's married , lol
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Jotaro
Jotaro@geometricZed·
@AapkiWifeKaBF lol , yes I'm , nd long enough, nd have exchanged enough gifts over the time. In the game to lead the discussion further ☝️
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Eden Hazard Stan
Eden Hazard Stan@AapkiWifeKaBF·
@geometricZed 1. Are you in a relationship? 2. How long? You need to have skin in the game for this discussion
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Jotaro
Jotaro@geometricZed·
@snorlaxlr that's the fun part "You don't"
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snorlax(Taylor's Version)
how many more rom-coms do i have to watch alone before i meet the loml??
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Jotaro
Jotaro@geometricZed·
2-Layer Neural Network From Scratch With Maths First Approach > Skipped Learning Rate nd some dimensional nuances of matrices > Goal was to teach Maths behind a Neural Network nd how each derivative becomes a beautiful thing when we multiply it by error signal
Jotaro tweet mediaJotaro tweet media
Jotaro@geometricZed

Day 2 of Teaching Loss Function & Initial Error Derivation Backpropagation Engine (Inc Sig × Loc Der) Output Layer Gradient Derivations Inter-Layer Error Propagation (Bridging L2 to L1) Layer 1 (Hidden Layer) Gradient Der Algorithmic Path Logic Raw Parameter Update Formulations

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Jotaro
Jotaro@geometricZed·
Day 2 of Teaching Loss Function & Initial Error Derivation Backpropagation Engine (Inc Sig × Loc Der) Output Layer Gradient Derivations Inter-Layer Error Propagation (Bridging L2 to L1) Layer 1 (Hidden Layer) Gradient Der Algorithmic Path Logic Raw Parameter Update Formulations
Jotaro@geometricZed

Day 1 here's what I taught > Nested Functions > Derivative of Nested Functions > What are Features / Observations as inputs > What exactly is weight nd Bias > How Linear Regression relates them > Graphically what it tells > Process of leading to Predictions

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Jotaro
Jotaro@geometricZed·
Day 1 here's what I taught > Nested Functions > Derivative of Nested Functions > What are Features / Observations as inputs > What exactly is weight nd Bias > How Linear Regression relates them > Graphically what it tells > Process of leading to Predictions
Jotaro@geometricZed

Deep Learning from Absolute Scratch No Pre requisites, if you've passed class 12 I've started teaching it from Today Onwards. With Maths First Approach Currently I have 3 students Comment if you wanna join in on this Journey !

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Jotaro
Jotaro@geometricZed·
Deep Learning from Absolute Scratch No Pre requisites, if you've passed class 12 I've started teaching it from Today Onwards. With Maths First Approach Currently I have 3 students Comment if you wanna join in on this Journey !
Jotaro tweet media
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nijgadh numba #1
nijgadh numba #1@realpurus·
@geometricZed No one who is serious about studying mathematics would use different colored pens like a middle school girl
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