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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:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Openai Openai python Chat Completion
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Getgauge Taiko Gauge Integration Testing
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Face restoration
- Principle:Ray project Ray Actor Termination
- Principle:Alibaba MNN Diffusion Engine Compilation
- Principle:Datajuicer Data juicer Distributed Data Export
- Principle:Haosulab ManiSkill Multi Agent Pattern
- Principle:Avhz RustQuant Error Handling
- Principle:Puppeteer Puppeteer Page Creation
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Huggingface Datatrove Inference Type System
- Principle:Farama Foundation Gymnasium Video Recording
Implementations
- Implementation:Microsoft Onnxruntime CUDA Send
- Implementation:Apache Spark Kubectl Auth Check
- Implementation:Predibase Lorax OPT Modeling
- Implementation:Microsoft Onnxruntime CUDA TrainingConcat
- Implementation:Eventual Inc Daft Session Constructor
- Implementation:PrefectHQ Prefect Pause Flow Run
- Implementation:Openai Openai node Translations Resource
- Implementation:Online ml River Stats NUnique
- Implementation:CrewAIInc CrewAI Zapier Actions Adapter
- Implementation:DevExpress Testcafe RunnerOptions TypeDefs
Heuristics
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
Environments
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Huggingface Diffusers Training Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Vllm project Vllm Environment Variables
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Shiyu coder Kronos HuggingFace Hub Access