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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:Apache Kafka Docker Image Release
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Openai Openai node Chat Completion
Principles
- Principle:Explodinggradients Ragas Framework Message Conversion
- Principle:Confident ai Deepeval Installation and Configuration
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
- Principle:HKUDS AI Trader Price Data Fetching
- Principle:Microsoft DeepSpeedExamples ZeRO Stage3 Initialization
- Principle:ClickHouse ClickHouse Object Pooling
- Principle:Neuml Txtai Document Indexing
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Lookup Tables
- Principle:Iterative Dvc Vega Lite Template Application
- Principle:Pyro ppl Pyro Conjugate Bayesian Updates
Implementations
- Implementation:InternLM Lmdeploy Gateway
- Implementation:Pyro ppl Pyro AdagradRMSProp
- Implementation:DevExpress Testcafe Page Object Pattern
- Implementation:SeleniumHQ Selenium Closure SafeStyle
- Implementation:Apache Airflow SecretsMasker
- Implementation:ChenghaoMou Text dedup Bloom Filter Func
- Implementation:Langfuse Langfuse CreateEvalQueue
- Implementation:Guardrails ai Guardrails Configure CLI
- Implementation:Microsoft Semantic kernel ProcessBuilder
- Implementation:Openai Openai python Realtime Server Events
Heuristics
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Iterative Dvc Git SCM Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Vllm project Vllm ROCm