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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:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Onnx Onnx Version Conversion
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Apache Beam Dataflow Streaming Execution
Principles
- Principle:Huggingface Trl SFT Dataset Preparation
- Principle:Haosulab ManiSkill Camera Depth Sensor Abstraction
- Principle:Langchain ai Langchain Tool Definition
- Principle:MaterializeInc Materialize Composition Execution
- Principle:Predibase Lorax Model Registry Selection
- Principle:Rapidsai Cuml Clustering Evaluation
- Principle:Pola rs Polars Input Data Preparation
- Principle:Pola rs Polars Streaming Data Scanning
- Principle:Apache Hudi Clustering Layout Analysis
- Principle:Scikit learn contrib Imbalanced learn NearMiss Under Sampling
Implementations
- Implementation:Evidentlyai Evidently Legacy Trigger Words Feature
- Implementation:Microsoft Onnxruntime CUDA ClipGradNorm
- Implementation:Mlc ai Mlc llm Request State
- Implementation:TobikoData Sqlmesh ListboxShow
- Implementation:Ollama Ollama Tools Parser
- Implementation:Neuml Txtai AutoId
- Implementation:InternLM Lmdeploy Request
- Implementation:Infiniflow Ragflow KnowledgebaseService Create With Name
- Implementation:Open compass VLMEvalKit LENS Utils
- Implementation:Apache Paimon Ray Init
Heuristics
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
Environments
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Vllm project Vllm Buildkite
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Protectai Modelscan Python Core Runtime