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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:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Openai Openai node Audio Processing
- Workflow:Pyro ppl Pyro Bayesian Regression
Principles
- Principle:Open compass VLMEvalKit Dataset Registration
- Principle:OpenRLHF OpenRLHF DeepSpeed Distributed Setup
- Principle:Tensorflow Serving Retry With Backoff
- Principle:ARISE Initiative Robosuite Gripper Testing
- Principle:Openai Openai python Text to Speech
- Principle:Zai org CogVideo Structural Similarity
- Principle:Kornia Kornia ONNX Model Loading
- Principle:Teamcapybara Capybara Scoped Interaction
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Text Conditioning Pipeline
- Principle:Tencent Ncnn Bounding Box Decoding
Implementations
- Implementation:Mit han lab Llm awq CLIPAttentionFused
- Implementation:Openai Openai python SDK Package Exports
- Implementation:Avhz RustQuant India Calendar
- Implementation:Online ml River Optim AdaBound
- Implementation:Microsoft Semantic kernel Orchestration Patterns
- Implementation:Explodinggradients Ragas MetricResult Class
- Implementation:Puppeteer Puppeteer Cdp ExecutionContext
- Implementation:Haosulab ManiSkill TurnFaucet
- Implementation:Microsoft Onnxruntime CPU GatherGrad
- Implementation:Roboflow Rf detr Supervision Annotators
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Wandb Weave Sentinel Value Handling
Environments
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Vllm project Vllm Benchmarks
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Dagster io Dagster GRPC Communication
- Environment:Allenai Open instruct Beaker Cluster
- Environment:TobikoData Sqlmesh Dbt Compatibility