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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:Huggingface Datatrove Summary Statistics
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt encoding
- Principle:OpenRLHF OpenRLHF Supervised Fine Tuning Training
- Principle:Huggingface Datasets Dataset From Dict Construction
- Principle:Openai Openai node Audio Translation
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Langgenius Dify Plugin Discovery
- Principle:CARLA simulator Carla Actor Lifecycle Cleanup
- Principle:Puppeteer Puppeteer Cross Browser Configuration
- Principle:Obss Sahi COCO Dataset Export
- Principle:Microsoft Semantic kernel Python SDK Package Configuration
Implementations
- Implementation:Evidentlyai Evidently Legacy HuggingFace Feature
- Implementation:NVIDIA NeMo Curator WorkflowBase
- Implementation:Treeverse LakeFS Java SDK AuthApi
- Implementation:Apache Druid KillDatasourceDialog
- Implementation:Langchain ai Langchain ModelLaboratory
- Implementation:Open compass VLMEvalKit ImageShortQADataset
- Implementation:Neuml Txtai Embeddings Save
- Implementation:Avhz RustQuant BrownianMotion
- Implementation:Apache Shardingsphere MetaDataContextManager Facade
- Implementation:Apache Druid ConsoleEntry
Heuristics
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
Environments
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Intel Ipex llm Linux XPU Environment