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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:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Neuml Txtai Agent Execution
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:Apache Hudi Read Reconciliation
- Principle:Langchain ai Langgraph Data Encryption
- Principle:Explodinggradients Ragas Evaluation Dataset Preparation
- Principle:Webdriverio Webdriverio TestLifecycleHooks
- Principle:Cleanlab Cleanlab Spurious Correlation Analysis
- Principle:Groq Groq python Message Construction
- Principle:Deepspeedai DeepSpeed Checkpoint Management
- Principle:Farama Foundation Gymnasium Discrete Action Space
- Principle:Alibaba MNN Compression Validation
Implementations
- Implementation:SeldonIO Seldon core Seldon Model CRD Explainer Deploy
- Implementation:Rapidsai Cuml GLM Preprocess MG
- Implementation:Online ml River Datasets Insects
- Implementation:Online ml River Multioutput MultiClassEncoder
- Implementation:Huggingface Optimum Optimum CLI Main
- Implementation:Tencent Ncnn RFCN Example
- Implementation:Onnx Onnx MakeAttribute
- Implementation:Apache Flink FileSourceReader Constructor
- Implementation:Risingwavelabs Risingwave BackPressure Utils
- Implementation:Puppeteer Puppeteer PuppeteerNode Launch
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
Environments
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Apache Druid Web Console Development
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Sail sg LongSpec Training Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Kserve Kserve Python Runtime
- Environment:Helicone Helicone Wrangler CLI
- Environment:Apache Druid Druid Cluster Api