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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:Lm sys FastChat Distributed Model Serving
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
Principles
- Principle:Heibaiying BigData Notes Storm Topology Wiring
- Principle:Liu00222 Open Prompt Injection Attack Success Evaluation
- Principle:SeleniumHQ Selenium Browser Options Configuration
- Principle:Marker Inc Korea AutoRAG Test Dataset Evaluation
- Principle:Pyro ppl Pyro Prior Specification
- Principle:AUTOMATIC1111 Stable diffusion webui Network weight restoration
- Principle:Volcengine Verl Model Configuration
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Webdriverio Webdriverio Step Definition Binding
- Principle:Huggingface Transformers Inference Measurement
Implementations
- Implementation:Microsoft Playwright CrPage
- Implementation:Mlflow Mlflow Clint Symbol Index
- Implementation:Ggml org Ggml Cpu wasm quants
- Implementation:Huggingface Transformers Trainer Init
- Implementation:ClickHouse ClickHouse BFloat16
- Implementation:Explodinggradients Ragas Validation Module
- Implementation:AUTOMATIC1111 Stable diffusion webui Sub Quadratic Attention
- Implementation:ArroyoSystems Arroyo Schema Provider
- Implementation:Pyro ppl Pyro AutoDelta Guide
- Implementation:Google deepmind Mujoco User API
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
Environments
- Environment:Online ml River Build Toolchain
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Spotify Luigi Python Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Datajuicer Data juicer Python Runtime Environment