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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:Evidentlyai Evidently ML Model Quality Report
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Langgenius Dify Plugin Management
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
Principles
- Principle:Alibaba ROLL Agentic RL Configuration
- Principle:Kubeflow Kubeflow Release Tagging
- Principle:Dotnet Machinelearning Field Aware Factorization Machine
- Principle:DevExpress Testcafe TestCafe Instance Creation
- Principle:Apache Paimon Authentication
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Axolotl ai cloud Axolotl Multimodal Processor Loading
- Principle:Langgenius Dify Deployment and API Access
- Principle:Alibaba ROLL LLM Response Generation
Implementations
- Implementation:Apache Paimon FileIO
- Implementation:InternLM Lmdeploy Core Sync
- Implementation:TobikoData Sqlmesh SQLMeshDialect
- Implementation:CrewAIInc CrewAI LanceDB Adapter
- Implementation:Iterative Dvc Repo Data
- Implementation:LMCache LMCache Distributed API
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Backward
- Implementation:ClickHouse ClickHouse Nfpm Server Package
- Implementation:Deepspeedai DeepSpeed Evoformer Tile Iterator Atomic
- Implementation:Turboderp org Exllamav2 Ext QMLP
Heuristics
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
Environments
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Sgl project Sglang ROCm
- Environment:Vllm project Vllm Environment Variables
- Environment:Neuml Txtai Python Core Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Dagster io Dagster Python 3 10 Runtime