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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:Lm sys FastChat MT Bench Evaluation
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Microsoft Onnxruntime Train Convert Predict
Principles
- Principle:Langgenius Dify Node Composition
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Google deepmind Dm control Soccer Visualization
- Principle:Microsoft BIPIA Dataset Preparation
- Principle:Spotify Luigi Hadoop Pipeline Execution
- Principle:Openai Whisper Output Formatting
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Text
- Principle:Langchain ai Langgraph Async Checkpoint Persistence
- Principle:Huggingface Diffusers Repository Integrity Validation
Implementations
- Implementation:SeleniumHQ Selenium DevTools ConverterFunctions
- Implementation:Microsoft Onnxruntime Checkpoint Save Load
- Implementation:Mistralai Client python GCP Models Init
- Implementation:ARISE Initiative Robomimic Split train val from hdf5
- Implementation:CrewAIInc CrewAI Firecrawl Crawl Tool
- Implementation:Ollama Ollama Imagegen Transfer
- Implementation:Vllm project Vllm CPU WNA16
- Implementation:SeleniumHQ Selenium HasContext
- Implementation:Vibrantlabsai Ragas AgUI Experiments
- Implementation:Astronomer Astronomer cosmos ProfileConfig Init
Heuristics
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
Environments
- Environment:Kserve Kserve Leader Worker Set
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Openai Evals OpenAI API Configuration
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Mlflow Mlflow Python Runtime Environment