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1,118
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:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Bentoml BentoML Model Store Management
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Scikit learn Scikit learn Supervised Classification
Principles
- Principle:Apache Paimon Distributed Write via Ray
- Principle:Langchain ai Langchain Document Preparation
- Principle:Langchain ai Langchain Distribution Building
- Principle:Hpcaitech ColossalAI Preference Data Preparation
- Principle:Cleanlab Cleanlab Dataset Health Analysis
- Principle:Protectai Llm guard Vault State Management
- Principle:Allenai Open instruct Training Arguments Configuration
- Principle:Huggingface Alignment handbook Supervised Finetuning
- Principle:Sktime Pytorch forecasting DataLoader Creation
- Principle:Openai Openai node Parsed API Invocation
Implementations
- Implementation:Kornia Kornia ONNXLoader Load Model
- Implementation:Zai org CogVideo T2V I2V Dataset Loader
- Implementation:Mistralai Client python EventStream Context
- Implementation:TobikoData Sqlmesh PlanChangePreview
- Implementation:OpenGVLab InternVL LLaVA Model Builder
- Implementation:Microsoft Onnxruntime CUDA Recv
- Implementation:Lance format Lance LegacyLogicalBinaryEncoding
- Implementation:Lance format Lance Java ReserveFragmentsOp
- Implementation:Facebookresearch Habitat lab VER PreemptionDecider
- Implementation:Interpretml Interpret LinearRegression And LogisticRegression
Heuristics
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
Environments
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Intel Ipex llm Windows Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Apache Spark JDK Build Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends