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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:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Triton inference server Server Custom Container Build
Principles
- Principle:Bentoml BentoML Service Architecture Design
- Principle:Pytorch Serve GRPC Communication
- Principle:Ray project Ray Actor Termination
- Principle:Pyro ppl Pyro Time Series Forecasting
- Principle:Alibaba ROLL LLM Response Generation
- Principle:Huggingface Diffusers Video Pipeline Selection
- Principle:Nightwatchjs Nightwatch Custom Assertion Creation
- Principle:Kubeflow Kubeflow Pull Request Submission
- Principle:Speechbrain Speechbrain Permutation Invariant Training
- Principle:Pyro ppl Pyro Robust Likelihood Functions
Implementations
- Implementation:Duckdb Duckdb Extension Upload Single
- Implementation:Speechbrain Speechbrain Eval ESC50 Interpret
- Implementation:Datajuicer Data juicer Ray Start Cluster
- Implementation:Apache Shardingsphere JDBCRepository Persist
- Implementation:Rapidsai Cuml GLM C API
- Implementation:ArroyoSystems Arroyo Json Form
- Implementation:Google deepmind Dm control MuJoCo Index
- Implementation:Sgl project Sglang Program State Getitem
- Implementation:MaterializeInc Materialize Crate Diagram CLI
- Implementation:Cohere ai Cohere python FinetuningClient Monitoring
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
Environments
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv