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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:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Apache Kafka Broker Startup
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
Principles
- Principle:Speechbrain Speechbrain Speaker Verification Scoring
- Principle:ContextualAI HALOs Environment Setup
- Principle:Duckdb Duckdb Regression Analysis And Reporting
- Principle:ARISE Initiative Robosuite Robot Variant Composition
- Principle:Hpcaitech ColossalAI SFT Model Loading
- Principle:Sktime Pytorch forecasting Residual Connection
- Principle:Microsoft Playwright Configure AI Agent Provider
- Principle:Facebookresearch Audiocraft Diffusion UNet Architecture
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Iamhankai Forest of Thought LLM as Judge
Implementations
- Implementation:Vibrantlabsai Ragas PydanticPrompt
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler for hypernetwork
- Implementation:Datahub project Datahub ProtobufField
- Implementation:Openai Openai python Tool Choice Allowed
- Implementation:Lance format Lance BackgroundIterator
- Implementation:Teamcapybara Capybara GetAttribute Atom
- Implementation:Rapidsai Cuml Traversal Forest
- Implementation:Shiyu coder Kronos KronosTokenizer Encode
- Implementation:ARISE Initiative Robosuite MujocoEnv Close
- Implementation:Haosulab ManiSkill AntEnv
Heuristics
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
Environments
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Mistralai Client python Agents Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:NVIDIA DALI CMake Build Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Deepset ai Haystack GPU Device Environment