initlayers @initlayers

machine learning research • LLMs • UG • pushing my way to the next big thing • trying to understand simple stuff 3228 BCE Joined June 2025

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initlayers @initlayers

13 hours ago

How can I explain this beauty to my non-math friend 🥹

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initlayers @initlayers

14 hours ago

My PRML course is basically our professor making 25 epochs of a 200 slide PPT. She has a strategy, which gods would be afraid of 💀

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initlayers @initlayers

a day ago

5 September 2025 Studied Frequent Dataset Mining, Apriori Algorithm, FP Growth Algorithm, Maximal Frequent Set and Closed Frequent Sets

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Good morning. I didn't sleep last night. I wanted some motivation, so I travelled for 4 hours and reached this place at 5:30 AM. Airports make me feel inspired, they push me to work hard, maybe this is weird, I dunno

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initlayers @initlayers

4 days ago

Guys, I found something cool: The automatic recognition of machine or hand-printed characters is what we refer to by Optical Character Recognition (OCR) The recognition of human printed or cursive handwriting as the user is writing, it's called "On-line Handwriting Recognition"

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initlayers @initlayers

4 days ago

Different levels of NLP: Each level contributes to understanding and generating human language 1. Phonological Level 2. Morphological Level 3. Lexical Level 4. Syntactic Level 5. Semantic Level 6. Pragmatic Level 7. Discourse Level

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initlayers @initlayers

5 days ago

Every semester, I try to build a routine. It takes me a good amount of time to get myself disciplined. Finally once I get hold of it and notice my productivity boosting, it will be the mid-term and everything goes blank. I'll only wake at the end of the semester 🫠

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initlayers @initlayers

5 days ago

1 September 2025 > Woke up at 6:30 AM > Revised Adaptive Step Sizes > Revised Exp Moving Averages > Revised Momentum > Completed revising notes There will be mid-term soon, so maybe I won't be posting these for a while.

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initlayers @initlayers

6 days ago

Mid-term it is. This will successfully waste my next 2 weeks. And yeah I am little scared 🥲 I can already feel that coffee taste in my mouth 🙂‍↕️

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initlayers @initlayers

7 days ago

31 August 2025 > Woke up at 9:30 AM > Revised softmax-adv-disadv > Softmax vs sparse activations > Argmax, hardmax, sparsemax > Swish by Google > Non centered & centered activation functions > I got stuck at these intuitions, my math is weak, I can see that!!

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initlayers @initlayers

7 days ago

I worked hard to submit my paper in INDICON, but my supervisor advised me not to go ahead. Apparently she is looking for more suitable venues for the work. Writing a paper and publishing are two different things or maybe I am being impatient!!

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initlayers @initlayers

7 days ago

Well the problem is, I don't speak Urdu at all 💀 it didn't get the question right either. And I spoke in plain english

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initlayers @initlayers

a week ago

30 August 2025 > Woke up at 6:30 AM > Revised fundamentals of neural networks > Revised activation functions > Revised sigmoid, tanh, ReLU and leaky ReLU > Fooled myself into thinking that I am studying Please study for god's sake! You are just pretending, do some actual work!!

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initlayers @initlayers

a week ago

Guys, I just updated my profile, how's it? Take a look

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initlayers @initlayers

a week ago

29 August 2025 > Woke up at 8 AM > Revised NN Architecture, matrix and building block representation > Revisited Backpropagation > Watched 30 mins of a design tutorial I have to start studying statistics from tomorrow. I really wish I don't procrastinate.

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initlayers @initlayers

a week ago

I have this incredible trick Instead of trying to do 10 small things from day one. Just try to implement 1 small thing every week. And keep going. This way you won't feel overwhelmed and actually do it

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initlayers @initlayers

a week ago

28 August 2025 > Woke up at 10 AM 🫠 > Started Deep Learning > Revised basics and building blocks of Neural Networks My day went very bichy. I should pick the momentum. I cooked today, so that's a win.

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initlayers @initlayers

a week ago

27 August 2025 > Woke up at 5:30 AM > Exercised (Stretch + Poster) > Revised Linear Regression > Revised Ridge Regression > Slept 3:30 hours today 💀 I should start with other goals as well. Maths and stats maybe