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Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
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Workflows
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Huggingface Trl Reward Model Training
Principles
- Principle:Huggingface Datatrove Parquet Data Reading
- Principle:Ollama Ollama Server Initialization
- Principle:Mlc ai Mlc llm Mobile Build Environment
- Principle:LMCache LMCache CacheBlend Configuration
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:Groq Groq python Response Model Construction
- Principle:FlowiseAI Flowise Public Chatbot Sharing
- Principle:Google deepmind Mujoco SIMD Optimization
- Principle:Pyro ppl Pyro Stochastic Variational Inference
- Principle:Mistralai Client python File Upload
Implementations
- Implementation:Heibaiying BigData Notes Maven Packaging for Storm
- Implementation:OpenHands OpenHands InstallGitlabWebhooks
- Implementation:InternLM Lmdeploy AttentionCtaMap
- Implementation:LaurentMazare Tch rs TchError
- Implementation:Hpcaitech ColossalAI PPOTrainer
- Implementation:CrewAIInc CrewAI SQLite Flow Persistence
- Implementation:Microsoft Autogen Studio Builder Utils
- Implementation:Apache Spark K8s Entrypoint
- Implementation:Treeverse LakeFS Java SDK StagingApi
- Implementation:Ollama Ollama Llama KV Cache Header
Heuristics
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Romsto Speculative Decoding KV Cache Instability
Environments
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Sgl project Sglang Triton
- Environment:Datajuicer Data juicer Ray Cluster Environment