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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:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Lance format Lance Version Management
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
Principles
- Principle:Huggingface Alignment handbook Multi Task SFT Training
- Principle:Haotian liu LLaVA Result Format Conversion
- Principle:FMInference FlexLLMGen Autotuning Configuration Search
- Principle:Duckdb Duckdb Quantile Estimation
- Principle:Ggml org Llama cpp KVCache
- Principle:PeterL1n BackgroundMattingV2 Checkpoint management
- Principle:Huggingface Datasets Translation Feature Handling
- Principle:Spcl Graph of thoughts Best N Selection
- Principle:Microsoft BIPIA Prompt Construction
- Principle:NVIDIA NeMo Curator Video Frame Extraction
Implementations
- Implementation:Vibrantlabsai Ragas Tokenizers
- Implementation:NVIDIA DALI NVML Utilities
- Implementation:MaterializeInc Materialize MaterializeConnectionManager Open
- Implementation:Open compass VLMEvalKit VLMBias
- Implementation:Hpcaitech ColossalAI DocumentLoader
- Implementation:Arize ai Phoenix PrecisionRecallFScore
- Implementation:Alibaba MNN Protobuf Generated Table Driven Lite H
- Implementation:Vespa engine Vespa SimpleDetector Detect
- Implementation:Onnx Onnx ML Operator Sets
- Implementation:Triton inference server Server L0 Trt Dynamic Shape Test
Heuristics
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
Environments
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Bentoml BentoML BentoCloud Credentials