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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:Alibaba MNN LLM Deployment Pipeline
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
Principles
- Principle:Apache Druid SQL Ingestion Monitoring
- Principle:Neuml Txtai Document Preparation
- Principle:MaterializeInc Materialize Change Detection and Test Trimming
- Principle:Webdriverio Webdriverio Plugin Architecture
- Principle:Triton inference server Server Model Lifecycle Testing
- Principle:Interpretml Interpret Partial Dependence Explanation
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:Explodinggradients Ragas Experiment Versioning
- Principle:Huggingface Datasets Streaming Dataset Loading
- Principle:Gretelai Gretel synthetics Batch Synthetic Generation
Implementations
- Implementation:Open compass VLMEvalKit MMVet Utils
- Implementation:ArroyoSystems Arroyo Avro Deserializer
- Implementation:Cohere ai Cohere python ToolCallDelta Model
- Implementation:Dotnet Machinelearning LdaHybridAliasMap
- Implementation:NVIDIA TransformerEngine JAX Cpp GEMM
- Implementation:Triton inference server Server AddCopyright
- Implementation:Gretelai Gretel synthetics ACTGANSynthesizer Actual Fit
- Implementation:Open compass VLMEvalKit OmniDocBench Data Preprocess
- Implementation:Explodinggradients Ragas MemorableNames Class
- Implementation:Recommenders team Recommenders Python Evaluation Metrics
Heuristics
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
Environments
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Kserve Kserve Python Runtime