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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 LLM Request Proxy Logging
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Apache Druid SQL Based Data Ingestion
Principles
- Principle:Anthropics Anthropic sdk python Automated Tool Loop
- Principle:Turboderp org Exllamav2 Dynamic Generator Setup
- Principle:SeleniumHQ Selenium CDP Command Execution
- Principle:Openclaw Openclaw Deployment Health Verification
- Principle:Bigscience workshop Petals Distributed Autograd
- Principle:Guardrails ai Guardrails BuildInfrastructure
- Principle:Guardrails ai Guardrails Guard Streaming Configuration
- Principle:Cleanlab Cleanlab Multilabel Label Quality Scoring
- Principle:Intel Ipex llm Serving Benchmark Methodology
- Principle:Avhz RustQuant Portfolio Optimization
Implementations
- Implementation:Huggingface Datasets Extension To Module
- Implementation:Open compass VLMEvalKit MEGABench Geo Proximity
- Implementation:Mistralai Client python Tool And Function
- Implementation:Rapidsai Cuml Manifold Common
- Implementation:LLMBook zh LLMBook zh github io Quantize Func
- Implementation:Pyro ppl Pyro TraceGraph ELBO
- Implementation:Cleanlab Cleanlab Regression Label Issue Manager
- Implementation:Lance format Lance Java IndexDescription
- Implementation:Tensorflow Serving Static Storage Path Source
- Implementation:Microsoft Autogen Studio MCP Tools Tab
Heuristics
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
Environments
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Protectai Modelscan Python Core Runtime