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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:Apache Paimon Table Read Write
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
Principles
- Principle:Ggml org Llama cpp Tool Calling
- Principle:Apache Druid Result Analysis
- Principle:Tencent Ncnn Vulkan GPU Inference
- Principle:HKUDS AI Trader Frontend Asset Visualization
- Principle:Isaac sim IsaacGymEnvs Asymmetric Actor Critic
- Principle:Langgenius Dify Zustand State Management
- Principle:Huggingface Diffusers Auto Docstring Generation
- Principle:DevExpress Testcafe Fixture Declaration
- Principle:Facebookresearch Audiocraft Compression Quality Evaluation
- Principle:Google deepmind Mujoco Energy Computation
Implementations
- Implementation:LMCache LMCache Basic Check
- Implementation:Haosulab ManiSkill Draw
- Implementation:Triton inference server Server Convert Checkpoint
- Implementation:OpenGVLab InternVL LLaVA Model Builder
- Implementation:Vespa engine Vespa FSA ABI Spec
- Implementation:Facebookresearch Habitat lab HITL HydraUtils
- Implementation:Evidentlyai Evidently Legacy Text Evals Preset
- Implementation:Huggingface Datatrove InferenceTypes
- Implementation:Facebookresearch Habitat lab Evaluator
- Implementation:Apache Hudi HoodieFlinkCompactor Main
Heuristics
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
Environments
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Sail sg LongSpec Inference Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Getgauge Taiko Docker Container