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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:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Getgauge Taiko Network Request Interception
Principles
- Principle:Huggingface Datatrove Statistics Collection Framework
- Principle:Sdv dev SDV Custom Constraint Definition
- Principle:Anthropics Anthropic sdk python Stream Event Iteration
- Principle:Pytorch Serve Cloud Deployment
- Principle:Tensorflow Serving Servable Identity And State
- Principle:ArroyoSystems Arroyo Checkpoint Triggering
- Principle:OpenHands OpenHands Compensating Transaction
- Principle:MaterializeInc Materialize Feature Performance Regression Detection
- Principle:Eventual Inc Daft Struct And List Access
- Principle:Heibaiying BigData Notes HDFS Java API Operations
Implementations
- Implementation:CrewAIInc CrewAI Patronus Local Evaluator Tool
- Implementation:Cleanlab Cleanlab Generate Noise Matrix
- Implementation:Fede1024 Rust rdkafka SmolRuntime Adapter
- Implementation:Tensorflow Tfjs Graph Executor
- Implementation:Avhz RustQuant Newton Raphson
- Implementation:Sgl project Sglang Grafana Dashboard Config
- Implementation:CARLA simulator Carla BasicAgent Vehicle Obstacle Detected
- Implementation:Obss Sahi GreedyNMM Postprocess
- Implementation:Openai Openai python Eval Run Canceled Webhook
- Implementation:SeldonIO Seldon core Seldon Pipeline Advanced Routing
Heuristics
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
Environments
- Environment:Vllm project Vllm CUDA
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Hiyouga LLaMA Factory Distributed Training Environment