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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:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Openai Evals Running an eval set
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:Microsoft LoRA NLG Dataset Preparation
- Principle:DataTalksClub Data engineering zoomcamp Kafka Producer Pattern
- Principle:Haosulab ManiSkill Rotation Geometry Operations
- Principle:Mage ai Mage ai Paginated SQL Extraction
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
- Principle:Datahub project Datahub UI Access
- Principle:Heibaiying BigData Notes Kafka Message Polling
- Principle:OpenRLHF OpenRLHF Ray Cluster Initialization
- Principle:Vllm project Vllm Multimodal Prompt Formatting
Implementations
- Implementation:Avhz RustQuant SupershareOption
- Implementation:Lance format Lance Java AppendOp
- Implementation:CrewAIInc CrewAI Enterprise API Spec En
- Implementation:Microsoft Onnxruntime OrtJniUtil
- Implementation:Langchain ai Langchain BaseChatOpenAI Bind Tools
- Implementation:Mlc ai Mlc llm Dispatch Triton Kernel
- Implementation:Langchain ai Langgraph EphemeralValue Channel
- Implementation:Duckdb Duckdb Brotli Transform
- Implementation:Cohere ai Cohere python V2ChatResponse Model
- Implementation:Ollama Ollama GenerateRoutes OpenAI
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Alibaba MNN NC4HW4 Data Layout
Environments
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Sgl project Sglang Distributed
- Environment:BerriAI Litellm Observability Stack
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies