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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:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Openai Openai python Chat Completion
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Neuml Txtai Agent Execution
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Microsoft Onnxruntime Distributed Model Training
Principles
- Principle:Ggml org Llama cpp GrammarConstrained
- Principle:Elevenlabs Elevenlabs python Realtime Text to Speech
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt composition
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Lucidrains X transformers Direct Preference Optimization
- Principle:Ggml org Llama cpp BatchProcessing
- Principle:Ucbepic Docetl LLM Powered Text Extraction
- Principle:AUTOMATIC1111 Stable diffusion webui UI Visual Feedback
- Principle:Tensorflow Serving ML Metadata Integration
- Principle:NVIDIA NeMo Curator Video Embedding
Implementations
- Implementation:Mlc ai Mlc llm JSONFFIEngine Java
- Implementation:Bentoml BentoML SDK Validators
- Implementation:Apache Paimon RenamingSnapshotCommit
- Implementation:DistrictDataLabs Yellowbrick TargetType Utilities
- Implementation:FlowiseAI Flowise RolesView
- Implementation:Ggml org Llama cpp LLGuidance
- Implementation:MarketSquare Robotframework browser Evaluation Grpc Handlers
- Implementation:DataTalksClub Data engineering zoomcamp Java JsonConsumer
- Implementation:PeterL1n BackgroundMattingV2 Displayer
- Implementation:Openai Openai node FineTuning Methods
Heuristics
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Protectai Modelscan Nested Zip Not Supported
Environments
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Wandb Weave Python SDK Runtime
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Langgenius Dify Vector Database Environment