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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:Predibase Lorax Single LoRA Inference
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
Principles
- Principle:Marker Inc Korea AutoRAG Quality Filtering And Export
- Principle:Huggingface Diffusers CI Test Reporting
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:FlowiseAI Flowise Lead Capture
- Principle:Openai Openai node Fine Tuning Job Creation
- Principle:Sgl project Sglang Multimodal Prompt Construction
- Principle:Scikit learn Scikit learn Metric Visualization
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
- Principle:OpenGVLab InternVL Dynamic Resolution Preprocessing
- Principle:Microsoft DeepSpeedExamples PPO Training
Implementations
- Implementation:CrewAIInc CrewAI Crew Constructor
- Implementation:Run llama Llama index IngestionPipeline Persist
- Implementation:Microsoft Playwright TraceModel Loader
- Implementation:Gretelai Gretel synthetics Generate Text
- Implementation:Avhz RustQuant Asay82 Model
- Implementation:InternLM Lmdeploy Impl 884
- Implementation:Mlc ai Mlc llm Process chat completion request
- Implementation:Neuml Txtai Texts Data
- Implementation:Huggingface Datatrove BaseInferenceServer
- Implementation:Tensorflow Serving Static Storage Path Source
Heuristics
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
Environments
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Apache Beam Portable Runner Environment