pytorch

deep-learning, DeepSeek, deepseek-v3, expert routing, expert specialization, load balancing, Machine Learning, mixture of experts, moe, neural-networks, python, pytorch, swiglu, transformer, tutorial

DeepSeek-V3 from Scratch: Mixture of Experts (MoE)

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Table of Contents DeepSeek-V3 from Scratch: Mixture of Experts (MoE) The Scaling Challenge in Neural Networks Mixture of Experts (MoE): Mathematical Foundation and Routing Mechanism SwiGLU Activation in DeepSeek-V3: Improving MoE Non-Linearity Shared Expert in DeepSeek-V3: Universal Processing in MoE…

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attention mechanisms, deep-learning, deepseek-v3, kv cache optimization, large-language-models, mla, multi-head latent attention, pytorch, pytorch tutorial, RoPE, rotary positional embeddings, transformer architecture, transformers, tutorial

Build DeepSeek-V3: Multi-Head Latent Attention (MLA) Architecture

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Table of Contents Build DeepSeek-V3: Multi-Head Latent Attention (MLA) Architecture The KV Cache Memory Problem in DeepSeek-V3 Multi-Head Latent Attention (MLA): KV Cache Compression with Low-Rank Projections Query Compression and Rotary Positional Embeddings (RoPE) Integration Attention Computation with Multi-Head Latent…

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computer-vision, concept-aware segmentation, Detection, gradio app, hugging face transformers, multi-object tracking, object tracking, pytorch, SAM3, segmentation, single-click tracking, streaming inference, text-prompt tracking, Tracking, tutorial, video segmentation, video tracking, webcam segmentation

SAM 3 for Video: Concept-Aware Segmentation and Object Tracking

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Table of Contents SAM 3 for Video: Concept-Aware Segmentation and Object Tracking Configuring Your Development Environment Setup and Imports Text-Prompt Video Tracking Load the SAM3 Video Model Helper Function: Visualizing Video Segmentation Masks, Bounding Boxes, and Tracking IDs Main Pipeline:…

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bounding box prompts, computer-vision, Detection, Gradio, Interactive, interactive segmentation, multi-modal prompting, PCS, point prompts, Prompting, pytorch, sam 3, segment anything model, segmentation, text prompts, tutorial

Advanced SAM 3: Multi-Modal Prompting and Interactive Segmentation

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Table of Contents Advanced SAM 3: Multi-Modal Prompting and Interactive Segmentation Configuring Your Development Environment Setup and Imports Loading the SAM 3 Model Downloading a Few Images Multi-Text Prompts on a Single Image Batched Inference Using Multiple Text Prompts Across…

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