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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
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:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Googleapis Python genai Function Calling and Tools
Principles
- Principle:Mlc ai Web llm Model Selection
- Principle:Microsoft Agent framework Human in the Loop Response
- Principle:LMCache LMCache Decoder Instance Launch
- Principle:Pola rs Polars Lazy Data Scanning
- Principle:Eric mitchell Direct preference optimization Dataset Registration
- Principle:Haifengl Smile Numerical Conversion
- Principle:Spcl Graph of thoughts GoT Graph Topology Design
- Principle:Google deepmind Mujoco Object Name Lookup
- Principle:BerriAI Litellm Health Monitoring
- Principle:Datahub project Datahub Java SDK Dependency Setup
Implementations
- Implementation:Open compass VLMEvalKit Qwen2VLAPI
- Implementation:Langgenius Dify Workflow SSE Stream
- Implementation:Dotnet Machinelearning LdaHybridMap
- Implementation:OpenHands OpenHands InstallGitlabWebhooks
- Implementation:Neuml Txtai Client Database
- Implementation:Bentoml BentoML Api Token Module
- Implementation:Gretelai Gretel synthetics TensorFlowConfig
- Implementation:CrewAIInc CrewAI Tavily Extractor Tool
- Implementation:Marker Inc Korea AutoRAG QA To Parquet
- Implementation:Apache Spark UI Test NPM Lock
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
Environments
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Tensorflow Serving Python Client Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Getgauge Taiko Node Runtime
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment