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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:Huggingface Peft Prompt Tuning Classification
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Apache Druid SQL Query Execution
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
Principles
- Principle:OpenHands OpenHands Action Server Startup
- Principle:Google deepmind Mujoco Mass Matrix
- Principle:Huggingface Transformers Benchmark Model Loading
- Principle:Treeverse LakeFS Commit
- Principle:SeleniumHQ Selenium Network Traffic Interception
- Principle:AUTOMATIC1111 Stable diffusion webui Txt2img parameter configuration
- Principle:Webdriverio Webdriverio ServiceArchitecture
- Principle:Openclaw Openclaw Extension Configuration
- Principle:Roboflow Rf detr COCO Evaluation
- Principle:Mlc ai Mlc llm Model Library Packaging
Implementations
- Implementation:Huggingface Transformers Models To Deprecate
- Implementation:Haosulab ManiSkill IL Eval Loop
- Implementation:Marker Inc Korea AutoRAG Validator Validate
- Implementation:Kornia Kornia Xyz Conversion
- Implementation:Google deepmind Dm control Variation Distributions
- Implementation:Ggml org Llama cpp Embedding Input Splitting
- Implementation:NVIDIA NeMo Curator QwenVL
- Implementation:Gretelai Gretel synthetics Statistical Quality Evaluation
- Implementation:Apache Druid OverlordDynamicConfigDialog
- Implementation:Triton inference server Server MemoryAllocTest
Heuristics
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
Environments
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Kserve Kserve Cert Manager
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Huggingface Datasets JAX Integration
- Environment:Datahub project Datahub Python Ingestion
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime