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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:Huggingface Optimum Model Export
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
Principles
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Tencent Ncnn Crowd Counting
- Principle:Neuml Txtai Custom Function Tools
- Principle:Pyro ppl Pyro Amortized Variational Inference
- Principle:Nightwatchjs Nightwatch Project Initialization
- Principle:Lance format Lance Inverted Index Building
- Principle:Pyro ppl Pyro Advanced Optimizers
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Mlfoundations Open flamingo Vision Conditioned Text Generation
- Principle:Facebookresearch Habitat lab Structured Config Definition
Implementations
- Implementation:Ucbepic Docetl Directive OperatorFusion
- Implementation:Mlfoundations Open flamingo Hf hub download load state dict
- Implementation:Eventual Inc Daft DataFrame Show
- Implementation:EvolvingLMMs Lab Lmms eval VDC Video Captioning Utils
- Implementation:NVIDIA TransformerEngine JAX Cpp Normalization
- Implementation:Neuml Txtai PgSparse ANN
- Implementation:Apache Airflow Trace Utilities
- Implementation:Teamcapybara Capybara Edge Driver Specialization
- Implementation:Speechbrain Speechbrain Get Si Snr With Pitwrapper
- Implementation:Kubeflow Pipelines Frontend Package Lock
Heuristics
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
Environments
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Sdv dev SDV Python Runtime
- Environment:InternLM Lmdeploy Build From Source
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Pyro ppl Pyro CUDA GPU Acceleration