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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:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Run llama Llama index Embedding Finetuning
Principles
- Principle:Openai CLIP Image Feature Encoding
- Principle:Webdriverio Webdriverio Protocol Command Architecture
- Principle:Iamhankai Forest of Thought Monte Carlo Tree Search
- Principle:ARISE Initiative Robosuite Manipulation Task Design
- Principle:AnswerDotAI RAGatouille Pretrained Model Loading
- Principle:Ggml org Llama cpp Computation Graph Building
- Principle:Apache Beam Model Enforcement
- Principle:Deepspeedai DeepSpeed Inference Profiling
- Principle:Openclaw Openclaw Container Storage Configuration
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
Implementations
- Implementation:Huggingface Diffusers ControlNet Pipeline Call
- Implementation:Astronomer Astronomer cosmos OracleUserPasswordProfileMapping
- Implementation:Avhz RustQuant Heston Process
- Implementation:Openai Openai node Speech Resource
- Implementation:Evidentlyai Evidently Legacy Sentence Count Feature
- Implementation:Open compass VLMEvalKit Spotting Eval Script
- Implementation:Neuml Txtai REST API Endpoints
- Implementation:Deepspeedai DeepSpeed Transformer CUDA
- Implementation:Ggml org Llama cpp Public API
- Implementation:Huggingface Datatrove FastTextClassifierFilter
Heuristics
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:OpenHands OpenHands Redis Distributed Locking
Environments
- Environment:Apache Airflow Python Runtime Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Lucidrains X transformers Python Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Openai Whisper Numba
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration