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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:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Microsoft Playwright API testing
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Mlc ai Web llm Basic Chat Completion
Principles
- Principle:Langchain ai Langchain Version Bumping
- Principle:Ollama Ollama Manifest Resolution
- Principle:Alibaba ROLL Hardware Platform Abstraction
- Principle:Truera Trulens LangGraph Agent Construction
- Principle:DistrictDataLabs Yellowbrick RadViz Visualization
- Principle:Cypress io Cypress Component Testing Configuration
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:Danijar Dreamerv3 Logging And Reporting
- Principle:Haotian liu LLaVA Cloud Hosted Inference
- Principle:Nightwatchjs Nightwatch Command Namespacing
Implementations
- Implementation:Volcengine Verl ToolAgentLoop Run
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Encode
- Implementation:Lance format Lance Java MergeInsertParams
- Implementation:Marker Inc Korea AutoRAG Dontknow Filter Rule Based
- Implementation:CrewAIInc CrewAI OCR Tool
- Implementation:DataTalksClub Data engineering zoomcamp JsonProducer Implementation
- Implementation:ARISE Initiative Robomimic Filter dataset size
- Implementation:Intel Ipex llm Model Generate PP
- Implementation:Avhz RustQuant Instrument Trait
- Implementation:Apache Paimon DataWriter
Heuristics
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
Environments
- Environment:Sgl project Sglang CUDA
- Environment:Datahub project Datahub Frontend Build
- Environment:Lance format Lance Python Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Openai Openai node WebSocket Dependency
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Heibaiying BigData Notes Flink 1 9 Environment