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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 |
Explore Pages
Workflows
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Kornia Kornia Differentiable Image Augmentation
Principles
- Principle:Recommenders team Recommenders News Recommendation Evaluation
- Principle:Sdv dev SDV Single Table Data Sampling
- Principle:NVIDIA DALI GridMask Augmentation
- Principle:Haotian liu LLaVA Conversation Prompt Construction
- Principle:Protectai Llm guard Input Scanner Interface
- Principle:CrewAIInc CrewAI State Model Design
- Principle:Apache Kafka Remote Push
- Principle:Teamcapybara Capybara Feature Spec DSL
- Principle:Triton inference server Server Ensemble Configuration
- Principle:Openai Openai python Realtime WebSocket Connection
Implementations
- Implementation:Treeverse LakeFS Java SDK Model InstallationUsageReport
- Implementation:Zai org CogVideo SSIM MS SSIM
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:DistrictDataLabs Yellowbrick Type Detection Utilities
- Implementation:Haosulab ManiSkill PDJointPosVelController
- Implementation:Microsoft Semantic kernel Vertex Embeddings TestData
- Implementation:Langgenius Dify UseDraftPipelineProcessingParams
- Implementation:SeleniumHQ Selenium Closure Log
- Implementation:Bentoml BentoML Service Loader
- Implementation:Microsoft Onnxruntime CPU BroadcastGradArgs
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Predibase Lorax Model Source Credentials