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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:Openclaw Openclaw Channel Connection
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Danijar Dreamerv3 Evaluation Only
Principles
- Principle:SeleniumHQ Selenium WebDriver Session Creation
- Principle:PeterL1n BackgroundMattingV2 Selective refinement matting
- Principle:Langchain ai Langgraph Edge Configuration
- Principle:Webdriverio Webdriverio BrowserStack Session Management
- Principle:Microsoft LoRA Parameter Freezing
- Principle:Isaac sim IsaacGymEnvs Checkpoint Location
- Principle:AUTOMATIC1111 Stable diffusion webui Input image mode configuration
- Principle:DataTalksClub Data engineering zoomcamp Data Source Configuration
- Principle:Gretelai Gretel synthetics DataFrame Upsampling
- Principle:PrefectHQ Prefect HTML Parsing
Implementations
- Implementation:Kornia Kornia VisionTransformer
- Implementation:Microsoft DeepSpeedExamples Get DS Model
- Implementation:Open compass VLMEvalKit DUDE
- Implementation:Open compass VLMEvalKit VGRPBench Battleships
- Implementation:Langfuse Langfuse Prisma Generated Types
- Implementation:Triton inference server Server CommandLineParser
- Implementation:Facebookresearch Habitat lab Selection
- Implementation:Apache Shardingsphere ShadowRule GetShadowDataSourceMappings
- Implementation:FlowiseAI Flowise EditUserDialog
- Implementation:SqueezeAILab ETS Tree Expand
Heuristics
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
Environments
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Huggingface Open r1 vLLM Server
- Environment:Spotify Luigi PostgreSQL Server