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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:Microsoft Playwright Network mocking and interception
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
Principles
- Principle:Ggml org Llama cpp GPU Inference
- Principle:Kserve Kserve RDMA Network Provisioning
- Principle:Fastai Fastbook Backpropagation
- Principle:Triton inference server Server QA Shell Test Infrastructure
- Principle:Triton inference server Server Model Weight Download
- Principle:Kubeflow Kubeflow Prerequisites Validation
- Principle:Langchain ai Langgraph Graph Instantiation
- Principle:Ggml org Llama cpp State Serialization
- Principle:Haosulab ManiSkill Action Space Normalization
- Principle:HKUDS AI Trader Agentic Retry Loop
Implementations
- Implementation:Huggingface Datasets Interleave Datasets
- Implementation:InternLM Lmdeploy Gemm MoeUtils
- Implementation:Microsoft Onnxruntime OrtSession SessionOptions JNI
- Implementation:Evidentlyai Evidently Legacy Words Feature
- Implementation:Hiyouga LLaMA Factory V1 Accelerator Helper
- Implementation:Huggingface Optimum GPTQ Fasterquant
- Implementation:Datajuicer Data juicer Process Utils
- Implementation:Facebookresearch Habitat lab Hitl defaults config
- Implementation:Huggingface Alignment handbook Get Tokenizer
- Implementation:Scikit learn Scikit learn ColumnTransformer Init
Heuristics
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Alibaba MNN GPU Tuning Modes
Environments
- Environment:Langgenius Dify Vector Database Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Sdv dev SDV Python Runtime
- Environment:Infiniflow Ragflow Data Source Credentials