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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:Mlflow Mlflow Model Serving
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
Principles
- Principle:Obss Sahi Model Initialization
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:Apache Paimon Deletion Vectors
- Principle:Apache Hudi Compaction Execution
- Principle:Infiniflow Ragflow Chunk Display
- Principle:DataExpert io Data engineer handbook SparkSession Test Fixture
- Principle:TA Lib Ta lib python C Library Installation
- Principle:Onnx Onnx External Data Saving
- Principle:Neuml Txtai Agent Task Execution
- Principle:TA Lib Ta lib python Abstract Function Instantiation
Implementations
- Implementation:Eventual Inc Daft Utils
- Implementation:Tensorflow Tfjs Convolutional Test
- Implementation:Apache Druid CompactionHistoryDialog
- Implementation:Infiniflow Ragflow DatasetSettingHooks
- Implementation:Huggingface Datasets DeleteFromHubCommand
- Implementation:ARISE Initiative Robosuite Arena Base
- Implementation:CrewAIInc CrewAI Serply Webpage To Markdown Tool
- Implementation:NVIDIA TransformerEngine Cast Transpose Noop API
- Implementation:Apache Beam Twister2PipelineOptions
- Implementation:Apache Spark Assembly Plugin
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Trailofbits Fickling Injection Mode Selection
Environments
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Kserve Kserve Python Runtime