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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:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Microsoft Onnxruntime ORTModule Training
Principles
- Principle:Cypress io Cypress DOM Assertion and Interaction
- Principle:Ggml org Llama cpp Logging System
- Principle:Online ml River Page Hinkley Drift Detection
- Principle:Apache Dolphinscheduler Synchronous RPC Execution
- Principle:EvolvingLMMs Lab Lmms eval PassAtK Evaluation
- Principle:Isaac sim IsaacGymEnvs Environment Setup
- Principle:Langgenius Dify BrandingConfiguration
- Principle:Sgl project Sglang Server Arguments Configuration
- Principle:Langchain ai Langgraph SDK Error Handling
- Principle:Nautechsystems Nautilus trader Strategy Shutdown
Implementations
- Implementation:OpenGVLab InternVL Segmentation Test
- Implementation:SeleniumHQ Selenium HasCasting
- Implementation:Tencent Ncnn Darknet2ncnn
- Implementation:Astronomer Astronomer cosmos TrinoLDAPProfileMapping
- Implementation:Speechbrain Speechbrain LibriSpeech LM Dataset
- Implementation:Guardrails ai Guardrails Validator Validate
- Implementation:Datajuicer Data juicer FixUnicodeMapper
- Implementation:FMInference FlexLLMGen DeepSpeed Reduction Utils
- Implementation:Explodinggradients Ragas DSPyOptimizer Class
- Implementation:Volcengine Verl Compute GRPO Outcome Advantage
Heuristics
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
Environments
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies