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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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|---|---|---|
| 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:Microsoft Onnxruntime Distributed Model Training
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Openai Evals Creating a model graded eval
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Inpainting Pipeline
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:HKUDS AI Trader LLM Invocation
- Principle:Haotian liu LLaVA Custom Dataset Formatting
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:Nautechsystems Nautilus trader Order Position Event Handling
- Principle:Tensorflow Serving Kubernetes Resource Deployment
- Principle:Nautechsystems Nautilus trader Risk Management
- Principle:Huggingface Datasets Dataset Object Construction
- Principle:Openai Openai agents python Stream Event Consumption
Implementations
- Implementation:Protectai Llm guard Output BanCode
- Implementation:Webdriverio Webdriverio Cloud Service Hooks
- Implementation:InternLM Lmdeploy Core Math
- Implementation:Farama Foundation Gymnasium FunctionalJaxEnv
- Implementation:Lance format Lance Java ColumnAlteration
- Implementation:Cleanlab Cleanlab Datalab Init
- Implementation:TobikoData Sqlmesh EditorTabs
- Implementation:Langgenius Dify CreateApp Workflow
- Implementation:Ray project Ray TaskExecutor
- Implementation:Nautechsystems Nautilus trader Pyproject Configuration
Heuristics
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
Environments
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Vllm project Vllm Environment Variables