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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:Langgenius Dify RAG Pipeline Development
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Groq Groq python Text Embedding
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Googleapis Python genai Multi Turn Chat
Principles
- Principle:Lance format Lance Row Level Updates
- Principle:Huggingface Transformers CI Configuration Generation
- Principle:Sktime Pytorch forecasting Scaled Dot Product Attention
- Principle:DevExpress Testcafe Page Object Model
- Principle:Scikit learn Scikit learn Metric Evaluation
- Principle:Astronomer Astronomer cosmos Execution Configuration
- Principle:Apache Airflow RC Build Signing
- Principle:Langchain ai Langchain Response Parsing
- Principle:Lucidrains X transformers Bidirectional Encoder Configuration
- Principle:DevExpress Testcafe Smart Assertions
Implementations
- Implementation:Mlfoundations Open flamingo Filter no caption or no image
- Implementation:Google deepmind Mujoco MJWarp BVH
- Implementation:Arize ai Phoenix MatchesRegex
- Implementation:OpenHands OpenHands SaasNestedConversationManager Maybe Start Agent Loop
- Implementation:Alibaba MNN Protobuf Descriptor CC
- Implementation:Apache Paimon DataWriter
- Implementation:EvolvingLMMs Lab Lmms eval Register Metric
- Implementation:Huggingface Datasets MetadataConfigs
- Implementation:Openai Openai node ZodToJsonSchema Entry
- Implementation:Openai CLIP Dataset Preparation Wrapper
Heuristics
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
Environments
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Apache Airflow Python Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Sgl project Sglang Grafana
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Apache Druid Web Console Development