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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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|---|---|---|
| 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:Langgenius Dify Knowledge Base Management
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Alibaba MNN Model Compression
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:ClickHouse ClickHouse Building From Source
Principles
- Principle:Marker Inc Korea AutoRAG API Based Passage Reranking
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Apache Hudi Demo Environment Cleanup
- Principle:Microsoft Playwright Select Browser and Configure Context
- Principle:Avhz RustQuant Python Integration
- Principle:Triton inference server Server Component Model Preparation
- Principle:Mit han lab Llm awq Vision Transformer Encoding
- Principle:Onnx Onnx External Data Saving
- Principle:Kubeflow Kubeflow Multi User Configuration
- Principle:Recommenders team Recommenders News Recommendation Evaluation
Implementations
- Implementation:TobikoData Sqlmesh UseLocalStorage
- Implementation:Infiniflow Ragflow FileUploader Component
- Implementation:Online ml River Metrics RollingROCAUC
- Implementation:TobikoData Sqlmesh Model PlanAction
- Implementation:Run llama Llama index PairwiseComparisonEvaluator
- Implementation:SeleniumHQ Selenium Closure Testing MockClock
- Implementation:Arize ai Phoenix Evaluation DataFrame Schema
- Implementation:MaterializeInc Materialize ResolvedImage Fingerprint
- Implementation:NVIDIA NeMo Curator RayActorPoolExecutor
- Implementation:Apache Beam DirectRunner DefaultTransformOverrides
Heuristics
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
Environments
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment