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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:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Microsoft Playwright API testing
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Apache Druid Visual Data Exploration
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Haotian liu LLaVA Single Image Inference
Principles
- Principle:Intel Ipex llm Pipeline Parallel Generation
- Principle:Huggingface Datasets SQL Import
- Principle:BerriAI Litellm Router Initialization
- Principle:Tensorflow Serving Multi Inference
- Principle:Apache Kafka Source Artifact Building
- Principle:Haosulab ManiSkill Scene Construction
- Principle:Bigscience workshop Petals Chatbot Model Loading
- Principle:Mit han lab Llm awq Multimodal Model Configuration
- Principle:Teamcapybara Capybara Path Assertion
- Principle:Openai Openai node Realtime Session Configuration
Implementations
- Implementation:VainF Torch Pruning Ops
- Implementation:Microsoft Onnxruntime OrtProvider
- Implementation:Datajuicer Data juicer VideoSplitBySceneMapper
- Implementation:Apache Druid MeasurePattern
- Implementation:Kornia Kornia Median Filter
- Implementation:Pytorch Serve VLLMHandler
- Implementation:Microsoft Playwright CrInput
- Implementation:FlagOpen FlagEmbedding MLVU Topic Reasoning Data
- Implementation:Neuml Txtai Image Captioning
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Extra Networks
Heuristics
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Mlflow Mlflow Async Logging Best Practices
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime