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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:Mlc ai Mlc llm Model Compilation
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Ray project Ray Actor Lifecycle Management
Principles
- Principle:DataExpert io Data engineer handbook Database Seeding
- Principle:Lm sys FastChat Chat Data Cleaning
- Principle:Mlc ai Web llm Tool Call Extraction
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Ucbepic Docetl Pipeline Export
- Principle:Huggingface Trl SFT Training Execution
- Principle:ClickHouse ClickHouse Code Coverage Collection
- Principle:Zai org CogVideo LLM Image Video Pipeline
- Principle:Pola rs Polars Data Output Validation
- Principle:Langfuse Langfuse Export Job Creation
Implementations
- Implementation:Interpretml Interpret BoosterShell Hpp
- Implementation:Getgauge Taiko Goto
- Implementation:Ray project Ray BaseActorCreator
- Implementation:Cleanlab Cleanlab CleanLearning Fit
- Implementation:Langgenius Dify Docker Compose Up
- Implementation:Pyro ppl Pyro FoldedDistribution
- Implementation:Facebookresearch Habitat lab TensorDict
- Implementation:Microsoft Playwright DevtoolsController
- Implementation:Apache Paimon PredicateBuilder Filtering
- Implementation:ArroyoSystems Arroyo Polling Http Operator
Heuristics
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Deepset ai Haystack BM25 Score Scaling
Environments
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Huggingface Datasets Image Dependencies
- Environment:BerriAI Litellm Observability Stack
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Intel Ipex llm NPU Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment