Smit Patil

Student in Computer Engineer | Linux Enthusiast | Persuing Deep Learning |Aspiring developer

[Smit Patil @smit_patil06]

Deep dive into activations, gradients, and BatchNorm (makemore pt 3). Visualized activation distributions, gradient flow, and dead neurons. Learned why BatchNorm stabilizes training and helps deep nets.
#DL #AI #NNDay
5/6: https://t.co/xbjV3CW76n

[Smit Patil @smit_patil06]

Upgraded bigram to MLP (makemore pt 2) in PyTorch. Added embeddings, hidden layers, activations, and softmax. Learned: NLL loss, dev splits, overfitting, hyperparameter tuning,better initialization. Names look way more realistic now! #DL #AI #NN
Day 4/6: https://t.co/xbjV3CW76n

[Smit Patil @smit_patil06]

Built a simple bigram-level language model (makemore pt 1). Learned the basics: NLL loss, sampling, and the language modeling framework. Hilarious outputs!
Next: MLP upgrade!
#DL #AI #NN
Day 3/6: https://t.co/lzuPyYdnLU

[Smit Patil @smit_patil06]

Rebuilt micrograd concepts in PyTorch – tensors, vectorized ops, efficient gradients. Same math, but scalable and fast. No more scalar loops!

Bridge from toy engine to real frameworks (makemore, PyTorch)
Tomorrow: Bigram model! #DL #AI #NN

Day 2/6: https://t.co/qurhHGWPTn

[Smit Patil @smit_patil06]

@Aryan_Nakade Concepts of system design by "The Roadmap"

https://t.co/0w5xoEfsSs

[Smit Patil @smit_patil06]

"NN: Zero to Hero" 🧠
Built micrograd a tiny autograd engine.
Understood forward pass, backprop, and gradient flow.
Thanks Andrej!
Video: https://t.co/QbzCALw2h7

#DeepLearning #AI #NeuralNetworks

Day 1/6:
https://t.co/vrmEjYIWyt

[Smit Patil @smit_patil06]

Over the next 6 days, I'm sharing my 2-month journey as a beginner diving into neural networks through Andrej Karpathy's excellent "Neural Networks: Zero to Hero" series. No prior deep learning knowledge—just pure curiosity!

Link to the lectures: https://t.co/QNiF66S0pi

[Smit Patil @smit_patil06]

Slstatus config done! ✅
Using the pure suckless method on EndeavourOS + dwm. Clean, minimal, and fully functional status bar.
#Slstatus #Suckless #dwm #EndeavourOS #ArchLinux #LinuxSetup

[Smit Patil @smit_patil06]

Finally solved the Nvidia driver nightmare on EndeavourOS with dwm! Now my laptop connects to the external monitor seamlessly—no more black screens.
Next up: customizing my own desktop environment for max productivity. #Nvidia #EndeavourOS #dwm #ArchLinux #LinuxCustomization

[Smit Patil @smit_patil06]

🧠 Just wrapped up an incredibly insightful Vara
Thanks @AdnanDalal96069
and @0xZeeast Web3 Workshop! Learned so much about building on the network, from the Actor Model to autonomous programs. Excited to put this knowledge into action. Thanks, @VaraNetwork!
#VaraNetwork #Web3