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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:Avhz RustQuant Analytic Option Pricing
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:NVIDIA NeMo Aligner DPO Training
Principles
- Principle:Norrrrrrr lyn WAInjectBench Checkpoint Export
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:Farama Foundation Gymnasium Environment Validation
- Principle:Protectai Modelscan Unsafe Operator Detection
- Principle:VainF Torch Pruning YOLO Architecture Adaptation
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Apache Druid Data Transformation
- Principle:Mit han lab Llm awq Vision Transformer Encoding
- Principle:Neuml Txtai Keyword Scoring
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
Implementations
- Implementation:Cleanlab Cleanlab Regression CleanLearning
- Implementation:Webdriverio Webdriverio Workers Types
- Implementation:Mit han lab Llm awq NVILA Demo
- Implementation:FlowiseAI Flowise NavCollapse
- Implementation:Ucbepic Docetl SpotlightOverlay
- Implementation:Mbzuai oryx Awesome LLM Post training Search Papers
- Implementation:Dotnet Machinelearning MLContext Constructor
- Implementation:Avhz RustQuant Calendar
- Implementation:Apache Paimon BlobDescriptor Create and Serialize
- Implementation:Alibaba ROLL Compute Advantage
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
Environments
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Datahub project Datahub Java Build
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Ggml org Ggml Metal GPU Environment