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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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| 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:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Mlc ai Web llm Function Calling
Principles
- Principle:Kornia Kornia ONNX Sequential Pipeline
- Principle:CARLA simulator Carla Sensor Attachment
- Principle:OpenHands OpenHands Permission Check
- Principle:Pola rs Polars DataFrame Output Conversion
- Principle:Sgl project Sglang Engine Initialization
- Principle:Nightwatchjs Nightwatch Custom Assertion Creation
- Principle:Speechbrain Speechbrain Mixture Dataset Preparation
- Principle:OpenHands OpenHands Payload Parsing
- Principle:Speechbrain Speechbrain HyperPyYAML Configuration
- Principle:Datajuicer Data juicer Data Mapping Transformation
Implementations
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesMapper
- Implementation:Protectai Llm guard Output BanSubstrings
- Implementation:Google deepmind Mujoco XML Util Header
- Implementation:Online ml River Metrics RandIndex
- Implementation:Avhz RustQuant FractionalProcess
- Implementation:FlowiseAI Flowise Swagger API Specification
- Implementation:Apache Druid SchemaStep
- Implementation:TobikoData Sqlmesh Context Table Diff
- Implementation:Treeverse LakeFS Java SDK Model UploadPart
- Implementation:Infiniflow Ragflow MetadataManageValuesHook
Heuristics
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Microsoft Autogen Agent Thread Safety
Environments
- Environment:Trailofbits Fickling PyTorch
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Lance format Lance Rust Toolchain