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The Transformers
A complete architectural breakdown of Transformers, paired with a step-by-step guide to coding BERT from the ground up.
Mar 17
•
Mayank Pratap Singh
182
6
21
Vision Transformers
Understanding and fine-tuning Vision Transformers (ViT) for image classification, to hands-on transfer learning with pretrained models.
Mar 22
•
Mayank Pratap Singh
81
8
Teach your neural network to "respect" Physics
Physics Informed Neural Networks (PINN)
Feb 23, 2025
•
Vizuara AI Labs
and
Sreedath Panat
32
2
1
Gradient Descent: An Introduction to Optimization in ML
Optimization in machine learning is like tuning a guitar: you need to know the method and have the intuition.
Jan 8, 2025
•
Vizuara AI Labs
and
Sreedath Panat
25
1
ResNet: The architecture that changed ML forever
Legendary ML paper with 250,000+ citations
Feb 25, 2025
•
Vizuara AI Labs
and
Sreedath Panat
16
1
Segment Anything Model (SAM)
The promptable foundation model revolutionizing zero-shot image segmentation through massive-scale training.
Jan 20
•
Mayank Pratap Singh
and
Sreedath Panat
17
3
TurboQuant: The Surprisingly Simple Trick That's Changing How We Compress LLMs
A first-principles walkthrough of the key idea behind Google's viral quantization paper
Apr 7
•
Vizuara AI Labs
25
Build strong foundations to transition to ML
Focus on depth. Not fluff.
Dec 31, 2024
•
Vizuara AI Labs
and
Sreedath Panat
10
1
Stochastic Gradient Descent from Scratch
With a recap of vanilla/normal/batch gradient descent
Jan 10, 2025
•
Vizuara AI Labs
and
Sreedath Panat
3
1
Introduction to VLMs
Vision Language Models
Nov 10, 2025
•
Vizuara AI Labs
and
Sreedath Panat
13
1
What exactly is a VLM (Vision-Language Model)?
How does it work and how can you build one from scratch?
Dec 30, 2025
•
Sreedath Panat
16
1
Knowledge Distillation & Data-Efficient Image Transformers
The original ViT needed 300 million images to outperform CNNs. DeiT does it with just 1.2 million, by letting a CNN teacher distill its visual…
Apr 13
•
Mayank Pratap Singh
26
1
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