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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:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Ray project Ray Actor Lifecycle Management
Principles
- Principle:LaurentMazare Tch rs Feature Extraction
- Principle:Princeton nlp Tree of thought llm Naive Baseline Sampling
- Principle:Astronomer Astronomer cosmos Container Operator Execution
- Principle:Spotify Luigi Database Data Loading
- Principle:Cypress io Cypress Test Specification Authoring
- Principle:Cohere ai Cohere python Tool Function Execution
- Principle:ARISE Initiative Robosuite Signal Buffering
- Principle:Zai org CogVideo SAT Training Execution
- Principle:Langchain ai Langgraph State Inspection
- Principle:Apache Kafka JIRA Reference Standardization
Implementations
- Implementation:Bentoml BentoML Start Functions
- Implementation:Datajuicer Data juicer ExtractNicknameMapper
- Implementation:Langchain ai Langchain AzureChatOpenAI
- Implementation:CARLA simulator Carla SignalType
- Implementation:Confident ai Deepeval Assert Test Function
- Implementation:AUTOMATIC1111 Stable diffusion webui Sample hr pass
- Implementation:Nightwatchjs Nightwatch Package Lock Manifest
- Implementation:Scikit learn Scikit learn SafeIndexing
- Implementation:ArroyoSystems Arroyo UDF CRUD
- Implementation:Huggingface Datatrove PipelineStats
Heuristics
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
Environments
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Huggingface Datatrove Python Runtime
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:PrefectHQ Prefect Prefect Server Database