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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:Bentoml BentoML Service Definition And Local Serving
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Onnx Onnx External Data Handling
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
Principles
- Principle:Open compass VLMEvalKit Dataset Registration
- Principle:Axolotl ai cloud Axolotl Experiment Tracking Integration
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Huggingface Datasets Dataset Metadata Inspection
- Principle:Pola rs Polars Group By Key Definition
- Principle:Apache Kafka Docker Build Testing
- Principle:Tencent Ncnn Oriented Bounding Box Decoding
- Principle:ClickHouse ClickHouse Pull Request Submission
- Principle:Marker Inc Korea AutoRAG Configuration Loading
Implementations
- Implementation:Dotnet Machinelearning AutoMLExperiment Run
- Implementation:NVIDIA TransformerEngine JAX Cpp Quantization
- Implementation:DevExpress Testcafe EmbeddingUtils
- Implementation:Online ml River Multioutput Chain
- Implementation:Haosulab ManiSkill Evaluate Dense Reward
- Implementation:Apache Dolphinscheduler UI Dependency Lockfile
- Implementation:Apache Paimon DLFAuthProviderFactory
- Implementation:Speechbrain Speechbrain Hparams Switchboard Transformer
- Implementation:SeleniumHQ Selenium Closure UI SubMenu
- Implementation:Cypress io Cypress Gulp Dev Task
Heuristics
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
Environments
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Apache Kafka Committer Tools Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Helicone Helicone Node 20 TypeScript Runtime