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Umar Jamil
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I'm a Machine Learning Engineer from Milan, Italy, teaching complex deep learning and machine learning concepts to my cat, 奥利奥.
我也会中文.
posted by
Waingeripdari79
Coding a Multimodal (Vision) Language Model from scratch in PyTorch with full explanation by Umar Jamil 39,259 views 2 months ago 5 hours, 46 minutes
ML Interpretability: feature visualization, adversarial example, interp. for language models by Umar Jamil 7,509 views 5 months ago 1 hour
Kolmogorov-Arnold Networks: MLP vs KAN, Math, B-Splines, Universal Approximation Theorem by Umar Jamil 30,355 views 5 months ago 1 hour, 15 minutes
Direct Preference Optimization (DPO) explained: Bradley-Terry model, log probabilities, math by Umar Jamil 12,818 views 6 months ago 48 minutes
Reinforcement Learning from Human Feedback explained with math derivations and the PyTorch code. by Umar Jamil 21,319 views 7 months ago 2 hours, 15 minutes
Mamba and S4 Explained: Architecture, Parallel Scan, Kernel Fusion, Recurrent, Convolution, Math by Umar Jamil 42,230 views 9 months ago 1 hour, 14 minutes
Mistral / Mixtral Explained: Sliding Window Attention, Sparse Mixture of Experts, Rolling Buffer by Umar Jamil 27,763 views 9 months ago 1 hour, 26 minutes
Distributed Training with PyTorch: complete tutorial with cloud infrastructure and code by Umar Jamil 15,578 views 10 months ago 1 hour, 12 minutes
Quantization explained with PyTorch - Post-Training Quantization, Quantization-Aware Training by Umar Jamil 21,990 views 10 months ago 50 minutes
Retrieval Augmented Generation (RAG) Explained: Embedding, Sentence BERT, Vector Database (HNSW) by Umar Jamil 58,399 views 10 months ago 49 minutes
BERT explained: Training, Inference, BERT vs GPT/LLamA, Fine tuning, [CLS] token by Umar Jamil 42,256 views 11 months ago 54 minutes
Coding Stable Diffusion from scratch in PyTorch by Umar Jamil 133,372 views 1 year ago 5 hours, 3 minutes
Coding LLaMA 2 from scratch in PyTorch - KV Cache, Grouped Query Attention, Rotary PE, RMSNorm by Umar Jamil 39,866 views 1 year ago 3 hours, 4 minutes
LLaMA explained: KV-Cache, Rotary Positional Embedding, RMS Norm, Grouped Query Attention, SwiGLU by Umar Jamil 66,595 views 1 year ago 1 hour, 10 minutes
Segment Anything - Model explanation with code by Umar Jamil 21,271 views 1 year ago 42 minutes
LoRA: Low-Rank Adaptation of Large Language Models - Explained visually + PyTorch code from scratch by Umar Jamil 26,343 views 1 year ago 26 minutes
LongNet: Scaling Transformers to 1,000,000,000 tokens: Python Code + Explanation by Umar Jamil 4,668 views 1 year ago 29 minutes
How diffusion models work - explanation and code! by Umar Jamil 13,700 views 1 year ago 21 minutes
Variational Autoencoder - Model, ELBO, loss function and maths explained easily! by Umar Jamil 30,360 views 1 year ago 27 minutes
Attention is all you need (Transformer) - Model explanation (including math), Inference and Training by Umar Jamil 398,536 views 1 year ago 58 minutes
Coding a Transformer from scratch on PyTorch, with full explanation, training and inference. by Umar Jamil 194,612 views 1 year ago 2 hours, 59 minutes
CLIP - Paper explanation (training and inference) by Umar Jamil 6,186 views 1 year ago 14 minutes, 1 second
Wav2Lip (generate talking avatar videos) - Paper reading and explanation by Umar Jamil 3,426 views 1 year ago 6 minutes, 58 seconds
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