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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:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Ggml org Ggml MNIST Training And Evaluation
Principles
- Principle:OpenHands OpenHands Frontend Serving
- Principle:Marker Inc Korea AutoRAG Document Parsing
- Principle:Apache Hudi Split Discovery And Pruning
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:Huggingface Datatrove Data Reading Framework
- Principle:ArroyoSystems Arroyo Pipeline Shutdown
- Principle:Eventual Inc Daft Table Creation
- Principle:Huggingface Diffusers ControlNet Architecture
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:Google deepmind Mujoco Collision Detection
Implementations
- Implementation:Truera Trulens TruChain Wrapper
- Implementation:TA Lib Ta lib python Pattern DataFrame Integration
- Implementation:CarperAI Trlx Default SFT Config
- Implementation:Farama Foundation Gymnasium Discrete Space
- Implementation:NVIDIA TransformerEngine JAX LayerNorm Dense
- Implementation:Pytorch Serve Install Dependencies Script
- Implementation:Marker Inc Korea AutoRAG Dashboard Run
- Implementation:VainF Torch Pruning GroupMagnitudeImportance
- Implementation:Explodinggradients Ragas Collections BaseMetric Class
- Implementation:Datajuicer Data juicer DetectMainCharacterMapper
Heuristics
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
Environments
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Intel Ipex llm Portable Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Spotify Luigi Python Runtime
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment