Projects:

• RLTL;DR in a Crafting World: Teach Yourself the Tech Tree
• Lattice Deduction Transformer from Scratch
• Node Embeddings and Link Prediction from Scratch
• Model Parallelism and Disaggregation from Scratch
• Prefix Caching and Cache-Aware Routing
• LLM Inference Mechanics: Prefill, Decode and the KV Cache
• Speculative Decoding from Scratch in PyTorch
• Serving Operations: Load Testing, Autoscaling and Safe Rollouts
• Trees, Ensembles and SVMs with Scikit-Learn
• Beyond Linearity: Splines and GAMs with Scikit-Learn
• Resampling, Model Selection and Regularization with Scikit-Learn
• Long Short-Term Memory from Scratch in PyTorch
• On-Device Model Compression Pipeline
• Matrix Multiplication Algorithms in CUDA
• Recurrent-Depth Latent Reasoning
• Looped Transformer from Scratch
• Autoencoders and GANs on Fashion-MNIST in PyTorch
• Char-RNN and Seq2Seq with Attention in PyTorch
• Time-Series Forecasting in PyTorch
• Make a Deep Net Converge in PyTorch
• Fashion-MNIST Classifier in PyTorch
• Unsupervised Learning: Segment, Detect, Propagate with Scikit-Learn
• Dimensionality Reduction: Compress MNIST with Scikit-Learn
• Decision Trees: CART, Checked Against Scikit-Learn
• MNIST Classifier Pipeline with Scikit-Learn
• California Housing, End to End with Scikit-Learn
• NextLat from Scratch: Next-Latent Prediction in PyTorch
• Kimi K3 from Scratch: KDA, Attention Residuals, and Stable LatentMoE
• Tiny GPT From Scratch
• Multimodal Autoregressive Image Generator from Scratch in JAX
• RLHF from Scratch on DistilGPT2
• Vision-Language Model from Scratch in PyTorch
• Trainable Mixture of Experts in CUDA
• Build a Mini LLM Inference Server
• Attention Is All You Need: Build the Transformer From Scratch
• Reinforcement Learning for Tic-Tac-Toe: From Minimax to DQN
• Build a Trainable CNN from Scratch in NumPy
• Build Your Own teenygrad: A Tiny Tensor Autograd Engine
• AlphaZero on Connect-4 from Scratch
• VeriLLM: Publicly Verifiable Decentralized LLM Inference from Scratch in PyTorch
• RAG Pipeline
• Full-Bandwidth Transformer from Scratch
• Sim-to-Real RL with Domain Randomization
• Honest Backtesting: A Walk-Forward Signal Evaluator
• Fused LLM Inference Kernels in CUDA
• Denoising Diffusion (DDPM) from Scratch
• Mamba from Scratch: Selective State Spaces
• Flash Attention in CUDA from Scratch
• NumPy Text Classifier from Scratch
• Recirculation from Scratch
• DiLoCo: Distributed Low-Communication Training of Language Models
• Direct Preference Optimization (DPO) from Scratch
• JEPA World Model from Scratch
• Mini Distributed Training and Memory-Constrained Trainer from Scratch in NumPy
• Neural Networks From Scratch: Forward and Backward
• Message-Passing GNNs from Scratch
• Rectified Flow from Scratch
• A/B Testing & Causal Inference Toolkit
• Post-Training Safety Eval Harness
• Sutton and Barto from Scratch 1: Bandits and Dynamic Programming
• NumPy House Price Regression
• Federated Averaging (FedAvg) from Scratch in PyTorch
• NumPy Multiple Linear Regression GD
• Market-Making & Betting-Game Simulator
• Random Forest from Scratch
• Support Vector Machine from Scratch
• Q-Learning on FrozenLake from Scratch
• Build an MLP in JAX from Scratch
• LoRA Fine-Tune a Tiny Chat Model with Unsloth
• Kaggle Notebooks Collection
• Quantum Pattern Search
• Quantum Gates, Circuits & Entanglement
• Qubit State Explorer
• Machine Learning Problems, Labs & Solutions
• Human Image Segmentation with PyTorch and U-Net
• Telecom Customer Churn Prediction with PySpark MLlib
• Character-Level Name Generation with TensorFlow
• Tweet Emotion Recognition with TensorFlow
• Pneumonia Classification with EfficientNet-B4 and PyTorch
• Facial Expression Recognition with EfficientNet-B0 and PyTorch
• Radio Signal Classification with PyTorch and EfficientNet-B0
• Aerial Image Segmentation with PyTorch U-Net
• Object Localization with PyTorch and EfficientNet-B0
• CNN Image Classification with PyTorch and Grad-CAM
• Credit Card Fraud Detection using GAN-Based Data Balancing
• Deep Learning with PyTorch: DCGAN for MNIST Handwritten Digit Generation
• Siamese Network with Triplet Loss for Person Re-Identification using PyTorch
• Fine-Tune BERT for Text Classification with TensorFlow
• Hyperparameter Tuning with Keras Tuner
• Transfer Learning for NLP with TensorFlow Hub
• Basic Image Classification with TensorFlow
• Object Localization with TensorFlow
• Keras Multitask CNN Dual Output
• CNN Filter Visualization using TensorFlow (VGG16)
• Principal Component Analysis (PCA) from scratch
• Linear Regression from scratch
• Logistic Regression from scratch
• Enterprise Knowledge Base Q&A System (RAG Implementation)
• YouTube Summarizer - Generative AI Content Pipeline
• Career Advisor Chatbot Web-App
• Sentiment Analysis of Real-time Flipkart Product Reviews
• Using MLflow for Experiment Tracking & Model Management
• Binary Classification Web-App: Mushroom Classifier
• Airline Tweet Sentiment Web-App
• Penguin Species Classifier Web-App
• Twitter Sentiment Analysis NLP
• Diabetes Prediction with PySpark MLlib
• Breast Cancer Classification with Logistic Regression
• Graduate Admission Prediction with PySpark ML
• Amazon Reviews Sentiment Analysis using NLP

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