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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:TA Lib Ta lib python Abstract API Usage
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Apache Beam Portable Pipeline Submission
Principles
- Principle:PrefectHQ Prefect Structured AI Output
- Principle:ARISE Initiative Robosuite Gripper Model Design
- Principle:Haosulab ManiSkill LeRobot Format Export
- Principle:Bitsandbytes foundation Bitsandbytes CPU SIMD Dequantization
- Principle:Unstructured IO Unstructured Basic Chunking
- Principle:Run llama Llama index Agent Configuration
- Principle:Togethercomputer Together python File Upload
- Principle:Alibaba MNN MNN Build System
- Principle:Rapidsai Cuml Multi GPU Linear Algebra
- Principle:MarketSquare Robotframework browser HTTP Request Execution
Implementations
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:Lm sys FastChat Monitor Dashboard
- Implementation:Arize ai Phoenix SpanQuery DSL
- Implementation:Langgenius Dify Frontend Package
- Implementation:NVIDIA TransformerEngine JAX Softmax
- Implementation:Promptfoo Promptfoo CLI State
- Implementation:Apache Airflow CustomBuild Hatch Plugin
- Implementation:Openclaw Openclaw UpdateCommand
- Implementation:Open compass VLMEvalKit TransCoreM
- Implementation:Treeverse LakeFS CreateBranch
Heuristics
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
Environments
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Onnx Onnx Cpp Build Environment
- Environment:TobikoData Sqlmesh Snowflake Connection