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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:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Lance format Lance Full Text Search
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
Principles
- Principle:Langfuse Langfuse Batch Export Format Transformation
- Principle:Datahub project Datahub CLI Package Installation
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:FMInference FlexLLMGen Runtime Utility Functions
- Principle:Scikit learn Scikit learn Score Distribution Analysis
- Principle:Ray project Ray Ray Runtime Initialization
- Principle:Huggingface Datasets Struct Flattening
- Principle:InternLM Lmdeploy Image Loading
- Principle:Princeton nlp SimPO Multi Seed Response Generation
- Principle:Cypress io Cypress Code Quality Verification
Implementations
- Implementation:NVIDIA NeMo Curator CommonCrawlDownloadExtractStage
- Implementation:ArroyoSystems Arroyo Pnpm Lockfile
- Implementation:Intel Ipex llm NPU Model Convert
- Implementation:Treeverse LakeFS Java SDK ObjectsApi
- Implementation:Protectai Llm guard Input BanCompetitors
- Implementation:FlowiseAI Flowise NavItem
- Implementation:Tencent Ncnn Mat Pixel Android
- Implementation:Langgenius Dify Service Base
- Implementation:Bentoml BentoML Framework Transformers
- Implementation:Langgenius Dify UseDocumentTitle
Heuristics
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
Environments
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Apache Paimon Optional Extensions
- Environment:Gretelai Gretel synthetics Python Base Environment