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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:Puppeteer Puppeteer PDF Generation
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Mistralai Client python Function Calling
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Pola rs Polars Streaming Large Dataset Processing
Principles
- Principle:Webdriverio Webdriverio Environment Detection
- Principle:Marker Inc Korea AutoRAG Node Line Execution
- Principle:Interpretml Interpret APLR Regression
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Princeton nlp Tree of thought llm Thought Evaluation
- Principle:Spcl Graph of thoughts Document Merging Response Parsing
- Principle:Ggml org Llama cpp Computation Graph Building
- Principle:Langgenius Dify FeatureFlags
- Principle:FMInference FlexLLMGen HELM Metric Computation
- Principle:Apache Spark Master Daemon Management
Implementations
- Implementation:Ucbepic Docetl FileOperations
- Implementation:Risingwavelabs Risingwave CDC Database Configuration
- Implementation:Huggingface Optimum InitializeOrLoadWeightsPass Run
- Implementation:TobikoData Sqlmesh Common Utils
- Implementation:Recommenders team Recommenders Spark Random Split
- Implementation:Vibrantlabsai Ragas Text2SQL DB Utils
- Implementation:Predibase Lorax Client Init
- Implementation:Scikit learn Scikit learn Encode
- Implementation:Triton inference server Server GenQaTrtPluginModels
- Implementation:Arize ai Phoenix Evals Tracing
Heuristics
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:DevExpress Testcafe Node Runtime
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:CarperAI Trlx Python Accelerate
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:BerriAI Litellm Redis Cache Backend