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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:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Haotian liu LLaVA Web Demo Deployment
Principles
- Principle:Zai org CogVideo SAT YAML Configuration
- Principle:Protectai Llm guard Emotion Detection
- Principle:Openclaw Openclaw CLI Bootstrap
- Principle:FlagOpen FlagEmbedding LLM Dense Retrieval Training
- Principle:Vespa engine Vespa Log Target and Level Configuration
- Principle:Huggingface Datasets Python Utilities
- Principle:Run llama Llama index Embedding Model Integration
- Principle:ChenghaoMou Text dedup Bloom Filter Deduplication
- Principle:Helicone Helicone Cloud Authentication
- Principle:Marker Inc Korea AutoRAG Export And Corpus Remapping
Implementations
- Implementation:SeleniumHQ Selenium FederatedCredentialManagementDialog
- Implementation:Kubeflow Kubeflow KFP SDK Pipeline Definition
- Implementation:MaterializeInc Materialize ResolvedImage Fingerprint
- Implementation:Astronomer Astronomer cosmos ExasolUserPasswordProfileMapping
- Implementation:Openclaw Openclaw HealthCommand And ProbeGateway
- Implementation:Huggingface Diffusers Save Pretrained And Push
- Implementation:Volcengine Verl SAPO Training Script
- Implementation:Ollama Ollama Clip API
- Implementation:Triton inference server Server L0 Socket Test
- Implementation:Evidentlyai Evidently Dataset From Pandas
Heuristics
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
Environments
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Apache Airflow Python Runtime Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib