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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:Cypress io Cypress E2E Test Execution
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Openclaw Openclaw Agent Message Loop
Principles
- Principle:Axolotl ai cloud Axolotl Dataset Preparation
- Principle:ClickHouse ClickHouse Banned Function Enforcement
- Principle:Explodinggradients Ragas Framework Message Conversion
- Principle:Nautechsystems Nautilus trader Cargo Manifest Conventions
- Principle:OpenGVLab InternVL Weighted Multi Dataset Training
- Principle:Pytorch Serve Recommendation Model Serving
- Principle:Cypress io Cypress DOM Assertion and Interaction
- Principle:Evidentlyai Evidently Classification Quality Evaluation
- Principle:Astronomer Astronomer cosmos Airflow Plugin Documentation Hosting
- Principle:TobikoData Sqlmesh Forward Only Change Handling
Implementations
- Implementation:Astronomer Astronomer cosmos TrinoJWTProfileMapping
- Implementation:Guardrails ai Guardrails OutputTypes
- Implementation:Duckdb Duckdb Release Upload Scripts
- Implementation:Tensorflow Serving Server Request Interface
- Implementation:Predibase Lorax Generate Response Handler
- Implementation:Ollama Ollama MLXRunner Fast
- Implementation:Cohere ai Cohere python ClientV2 Init
- Implementation:Rapidsai Cuml HoltWinters C API
- Implementation:Anthropics Anthropic sdk python ThinkingConfigParam
- Implementation:OpenGVLab InternVL Phi3 Model
Heuristics
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
Environments
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Huggingface Datasets Image Dependencies
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Cypress io Cypress Browser Requirements
- Environment:Apache Spark Python Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Snorkel team Snorkel PyTorch