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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:Lance format Lance Full Text Search
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Lance format Lance Version Management
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:FlowiseAI Flowise Document Store Ingestion
Principles
- Principle:Ggml org Llama cpp GGUF Quantization
- Principle:Microsoft DeepSpeedExamples Multimodal Model Composition
- Principle:Pytorch Serve Model Archiving
- Principle:Langchain ai Langgraph Agent Execution
- Principle:Apache Spark YARN Web Proxy Security
- Principle:Apache Airflow Community Voting
- Principle:Snorkel team Snorkel Transformation Function Definition
- Principle:Eventual Inc Daft Data Ingestion HuggingFace
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
- Principle:Langgenius Dify Plugin Installation
Implementations
- Implementation:Google deepmind Mujoco Engine Inverse
- Implementation:Heibaiying BigData Notes HBaseUtils CreateTable
- Implementation:Apache Flink FileWriter PrepareCommit
- Implementation:Google deepmind Mujoco Engine Util Solve Header
- Implementation:Openai Openai node Zod Union Parser
- Implementation:Microsoft DeepSpeedExamples Prompt Eval
- Implementation:Astronomer Astronomer cosmos Graph Entities
- Implementation:Farama Foundation Gymnasium PusherEnv V4
- Implementation:Bentoml BentoML IO Descriptor NumpyNdarray
- Implementation:Spcl Graph of thoughts ValidateAndImprove Operation
Heuristics
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
Environments
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Huggingface Datasets Image Dependencies
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Triton inference server Server TRT LLM Deployment