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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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Browse by Category
| 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 Hudi Flink Schema Evolution
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Launch Sequence
- Principle:DistrictDataLabs Yellowbrick Classifier Visual Evaluation
- Principle:Roboflow Rf detr Model Deployment
- Principle:Teamcapybara Capybara Element Finding
- Principle:Spotify Luigi Hadoop Pipeline Execution
- Principle:SeleniumHQ Selenium Network Traffic Interception
- Principle:Intel Ipex llm LoRA Adapter Injection QLoRA
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:EvolvingLMMs Lab Lmms eval Model Type Selection
- Principle:Mistralai Client python File Upload
Implementations
- Implementation:Junyanz Pytorch CycleGAN and pix2pix HTML Gallery
- Implementation:ContextualAI HALOs SFTTrainer Train
- Implementation:Danijar Dreamerv3 Train Loop
- Implementation:Ggml org Llama cpp Mtmd Audio
- Implementation:Microsoft Playwright HappyEyeballs
- Implementation:Eventual Inc Daft Session Set Catalog
- Implementation:Infiniflow Ragflow SearchService Save
- Implementation:Tensorflow Serving MNIST Input Data
- Implementation:Open compass VLMEvalKit VarcoVision
- Implementation:Googleapis Python genai Tokens
Heuristics
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
Environments
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Openai Whisper Triton
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Heibaiying BigData Notes Storm 1 2 Environment