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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:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Openai Openai python Image Generation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Ray project Ray Serve Deployment
Principles
- Principle:Rapidsai Cuml Multi GPU Linear Algebra
- Principle:Mlc ai Web llm Extension Service Worker
- Principle:Pyro ppl Pyro Stochastic Optimization
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Googleapis Python genai Batch Processing
- Principle:Speechbrain Speechbrain Transformer ASR Training
- Principle:Lucidrains X transformers Continuous Sequence Modeling
- Principle:Shiyu coder Kronos Qlib Training Dataset
- Principle:Nautechsystems Nautilus trader Simulated Venue Setup
- Principle:Eventual Inc Daft Hudi Reading
Implementations
- Implementation:ArroyoSystems Arroyo Json Encoders
- Implementation:Huggingface Datasets Dataset From List
- Implementation:Tensorflow Serving static manager h
- Implementation:LaurentMazare Tch rs Char RNN
- Implementation:Microsoft Playwright Tracing Start
- Implementation:Pyro ppl Pyro MaskMessenger
- Implementation:Kornia Kornia Colormap Data
- Implementation:Scikit learn Scikit learn DecisionBoundaryDisplay
- Implementation:Interpretml Interpret DataSetBoosting Hpp
- Implementation:Speechbrain Speechbrain DynamicItemDataset From Csv
Heuristics
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:Sgl project Sglang Multimodal
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Snorkel team Snorkel Dask Distributed