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

18 hours 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

3 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

3 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

4 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

5 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

6 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

6 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

6 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

7 days 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

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initlayers @initlayers

a week ago

Landlord knocked my door & made me talk to the municipality worker about us mixing all kinds of waste. The worker refused to take the waste. Landlord told the guy that he will take the waste himself and dump tonight and is angry. What an incredible start to the morning 🥲

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initlayers @initlayers

2 weeks ago

26 August 2025 > Woke up at 5:30 AM > Exercised (lower body + poster) > Revised linear regression > Revised OLS with Matrices Watched 'Portrait of a Lady on Fire'. It was great. I searched for more books today. I found many interesting ones.