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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:OpenGVLab InternVL Supervised Finetuning
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Kserve Kserve Canary Rollout Deployment
Principles
- Principle:Ollama Ollama ImageGeneration
- Principle:Google deepmind Mujoco Simulation Options Initialization
- Principle:Huggingface Datatrove Parquet Data Reading
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Management
- Principle:Huggingface Datatrove Language Identification
- Principle:Huggingface Datasets Semantic Versioning
- Principle:SeleniumHQ Selenium Coding Convention Compliance
- Principle:Mage ai Mage ai Singer Message Ingestion
- Principle:Avhz RustQuant Option Greeks
- Principle:Triton inference server Server Ensemble Configuration
Implementations
- Implementation:Fede1024 Rust rdkafka Consumer Store Offset
- Implementation:Langgenius Dify Frontend Config
- Implementation:Google deepmind Mujoco mj validateReferences
- Implementation:Helicone Helicone Mitmproxy Linux
- Implementation:MaterializeInc Materialize Cargo Workspace Config
- Implementation:Cleanlab Cleanlab TC Display Issues
- Implementation:Guardrails ai Guardrails CLI Validate
- Implementation:Google deepmind Mujoco XML URDF
- Implementation:Mlc ai Mlc llm Ministral3 Model
- Implementation:BerriAI Litellm MCP Tools
Heuristics
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Openai Openai node Warning Deprecated Assistants API
Environments
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime