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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 Hudi Flink Batch Incremental Read
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
Principles
- Principle:PrefectHQ Prefect Durable AI Execution
- Principle:Confident ai Deepeval Retriever Span Enrichment
- Principle:TA Lib Ta lib python Streaming Data Buffering
- Principle:LaurentMazare Tch rs YOLO Object Detection
- Principle:SeleniumHQ Selenium Element Caching Strategy
- Principle:NVIDIA NeMo Curator Semantic Duplicate Identification
- Principle:CarperAI Trlx Grounded Program Synthesis
- Principle:Mlfoundations Open flamingo Visual Input Preprocessing
- Principle:Infiniflow Ragflow Knowledge Base Selection
- Principle:Apache Paimon REST Catalog Protocol
Implementations
- Implementation:Open compass VLMEvalKit Video MMLU CAP
- Implementation:Haosulab ManiSkill PartNetChairMeta
- Implementation:Microsoft DeepSpeedExamples BingBert TuringSources
- Implementation:Datahub project Datahub ProtobufDatasetVisitor
- Implementation:CARLA simulator Carla Traffic Generation Script
- Implementation:Microsoft LoRA Style Doc
- Implementation:Huggingface Datatrove ContaminationStats
- Implementation:Gretelai Gretel synthetics DGAN Train Numpy
- Implementation:Onnx Onnx Doc Strings Generator
- Implementation:Openai Openai node Stable RealtimeBase
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Huggingface Peft Warning Deprecated Bone
Environments
- Environment:Pola rs Polars Rust Build Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed