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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:Helicone Helicone Local Development Setup
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
Principles
- Principle:FlagOpen FlagEmbedding Contrastive Embedding Training
- Principle:Helicone Helicone Authentication Flow
- Principle:Huggingface Optimum GPTQ Quantizer Configuration
- Principle:Microsoft Agent framework Python Workspace Configuration
- Principle:Mistralai Client python OCR Result Processing
- Principle:Openai Openai python Client Initialization
- Principle:Onnx Onnx Model Serialization
- Principle:Apache Airflow Testing Quality Assurance
- Principle:Bitsandbytes foundation Bitsandbytes Installation Diagnostics
- Principle:Unstructured IO Unstructured Continuous Integration
Implementations
- Implementation:Infiniflow Ragflow FilesHooks
- Implementation:Mit han lab Llm awq LlavaLlamaForCausalLM
- Implementation:Treeverse LakeFS Java SDK Model ResetCreation
- Implementation:Neuml Txtai SQLite Database
- Implementation:Bigscience workshop Petals RemoteSequentialAutogradFunction
- Implementation:InternLM Lmdeploy Core ArrayOps
- Implementation:Google deepmind Dm control Maze Covering
- Implementation:Vespa engine Vespa Model Integration ABI Spec
- Implementation:Togethercomputer Together python Transcriptions Create
- Implementation:Webdriverio Webdriverio DriverManager
Heuristics
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Spotify Luigi SQLAlchemy Database