Setup guides for modern tech stacks

Python implementations of popular machine learning algorithms from scratch with interactive Jupyter notebooks and mathematical explanations. Learn the fundamentals by building ML algorithms yourself.

Complete setup guide for VideoCaptioner - an LLM-powered intelligent subtitle assistant for video. Includes CLI and GUI installation, ASR engines (Bijian, Jianying, Whisper), LLM-based subtitle optimization, translation services, TTS dubbing, and video synthesis with customizable subtitle styling.

Complete setup guide for vLLM - a high-throughput and memory-efficient inference and serving engine for Large Language Models. Features PagedAttention for optimized memory management, continuous batching for maximum GPU utilization, and OpenAI-compatible API server. Supports 200+ model architectures with quantization, distributed inference, and multi-GPU deployment.

Install and use Cargo, the Rust package manager and build system that manages your Rust project dependencies, compiles your code, and handles publishing packages to crates.io — covering installation, configuration, project management, and common use cases.