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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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Browse by Category
| 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:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Apache Kafka Docker Image Release
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Huggingface Transformers PEFT Adapter Integration
Principles
- Principle:Elevenlabs Elevenlabs python Client Initialization
- Principle:Confident ai Deepeval Offline Trace Evaluation
- Principle:Huggingface Optimum Task and Model Resolution
- Principle:Cypress io Cypress Project Configuration
- Principle:Snorkel team Snorkel Label Quality Evaluation
- Principle:Apache Paimon Atomic Commit
- Principle:Microsoft Semantic kernel Vector Store Data Model
- Principle:Ollama Ollama Sampling Strategy
- Principle:Trailofbits Fickling ML Allowlist Unpickling
- Principle:Langchain ai Langgraph Graph Configuration Management
Implementations
- Implementation:Google deepmind Mujoco Engine Island
- Implementation:Trailofbits Fickling Get Stats
- Implementation:Open compass VLMEvalKit MLVU
- Implementation:FlagOpen FlagEmbedding Matryoshka Compensation Data
- Implementation:ArroyoSystems Arroyo Redis Connector
- Implementation:Microsoft Playwright Firefox Protocol Types
- Implementation:Protectai Llm guard TokenLimit
- Implementation:Datahub project Datahub ProtobufExtensionFieldVisitor
- Implementation:CrewAIInc CrewAI RAG Docs Site Loader
- Implementation:InternLM Lmdeploy Gemm SmemCopy
Heuristics
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
Environments
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Allenai Open instruct Docker Container
- Environment:BerriAI Litellm Docker Deployment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Huggingface Diffusers Training Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies