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1,118
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:Treeverse LakeFS Garbage Collection
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Apache Paimon Blob Storage With Descriptors
Principles
- Principle:Interpretml Interpret Optimal Transport Selection
- Principle:Webdriverio Webdriverio TestFrameworkIntegration
- Principle:Ggml org Ggml OpenCL GPU Computation
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Ollama Ollama CLI Format Utility
- Principle:Lance format Lance Compaction Planning
- Principle:PacktPublishing LLM Engineers Handbook Quantized Model Loading
- Principle:Deepspeedai DeepSpeed Evoformer Attention Kernels
- Principle:Predibase Lorax Inference Result Evaluation
- Principle:InternLM Lmdeploy Response Processing
Implementations
- Implementation:Huggingface Transformers Load Adapter
- Implementation:Kserve Kserve TrainedModel Full CRD
- Implementation:Cypress io Cypress GetInstallMessage
- Implementation:Webdriverio Webdriverio BrowserStack Util
- Implementation:Kornia Kornia Load Image
- Implementation:Openai CLIP Dataset Preparation Wrapper
- Implementation:Google deepmind Dm control Fruitfly V2
- Implementation:Apache Paimon FileIO
- Implementation:ClickHouse ClickHouse TRAP Macro
- Implementation:Confident ai Deepeval Error Hierarchy
Heuristics
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:LMCache LMCache Health Monitor Thresholds
Environments
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Langfuse Langfuse S3 Compatible Storage