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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:MarketSquare Robotframework browser Plugin Development
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Vibrantlabsai Ragas RAG Evaluation
Principles
- Principle:Apache Kafka Partition Load Scheduling
- Principle:Langgenius Dify StreamingDataProcessing
- Principle:Triton inference server Server QA Test Model Generation
- Principle:Pytorch Serve DeepSpeed Inference
- Principle:Langgenius Dify PWA Support
- Principle:Huggingface Diffusers Video Memory Management
- Principle:Treeverse LakeFS Java SDK Data Models
- Principle:Huggingface Transformers Distributed Gradient Synchronization
- Principle:Apache Kafka Coordinator Write Operations
- Principle:Zai org CogVideo DDIM Inversion
Implementations
- Implementation:Teamcapybara Capybara Capybara Feature DSL
- Implementation:Langgenius Dify I18n Resources
- Implementation:Openai Openai agents python Codex Same Thread Pattern
- Implementation:Google deepmind Dm control Composer Define
- Implementation:Tensorflow Tfjs CPU Register All Kernels
- Implementation:Mit han lab Llm awq Pseudo quantize model weight
- Implementation:Pytorch Serve BaseHandler
- Implementation:Openai Openai agents python ShellTool Pattern
- Implementation:Dotnet Machinelearning AutoMLExperiment Run
- Implementation:Puppeteer Puppeteer Bidi Core Realm
Heuristics
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
Environments
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Openai Openai python Voice Helpers
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Vllm project Vllm AWS ECR
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Apache Druid Integration Test Docker