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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:Onnx Onnx External Data Handling
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Huggingface Transformers PEFT Adapter Integration
Principles
- Principle:Lm sys FastChat Leaderboard Dashboard Rendering
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling Tomek
- Principle:Openai Openai node Text To Speech
- Principle:Vibrantlabsai Ragas Evaluation Dataset Preparation
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:Huggingface Datatrove FineWeb Quality Heuristics
- Principle:DataExpert io Data engineer handbook Aggregation Transformation
- Principle:Marker Inc Korea AutoRAG Passage Sampling
- Principle:FlagOpen FlagEmbedding Search Demo Pipeline
- Principle:Huggingface Diffusers LoRA Export
Implementations
- Implementation:Google deepmind Mujoco MJWarp Smooth
- Implementation:Roboflow Rf detr Evaluate
- Implementation:Facebookresearch Audiocraft MusicGen set generation params
- Implementation:Lance format Lance Java SqlQuery
- Implementation:Vllm project Vllm Scaled MM Epilogues C3X
- Implementation:Langgenius Dify App Layout
- Implementation:Getgauge Taiko Code Command
- Implementation:Microsoft Autogen Studio Agentflow
- Implementation:Datajuicer Data juicer LanguageIDScoreFilter
- Implementation:Microsoft Autogen MagenticOne Orchestrator
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:HKUDS AI Trader MCP Services
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Alibaba MNN GPU Metal Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies