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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:Unstructured IO Unstructured Document Partitioning
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
Principles
- Principle:Predibase Lorax Continuous Batching Inference
- Principle:Ggml org Llama cpp Model Distribution
- Principle:Groq Groq python Chat Response Parsing
- Principle:NVIDIA NeMo Aligner KTO Data Preparation
- Principle:Gretelai Gretel synthetics GAN Model Persistence
- Principle:Huggingface Optimum Model Download and Configuration
- Principle:Huggingface Diffusers ControlNet Output Refinement
- Principle:CrewAIInc CrewAI Tool Execution And Monitoring
- Principle:Princeton nlp SimPO Preference Optimization
- Principle:Pyro ppl Pyro Learnable Parameters
Implementations
- Implementation:TobikoData Sqlmesh SQLMeshModel Extension
- Implementation:Tensorflow Serving Remote Predict Op Kernel
- Implementation:Huggingface Datasets Compression Filesystems
- Implementation:Puppeteer Puppeteer Bidi Realm
- Implementation:FlowiseAI Flowise ChatPopUp
- Implementation:Avhz RustQuant OptionFlags
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Disk Cache
- Implementation:Hpcaitech ColossalAI Generate With Actor
- Implementation:NVIDIA DALI KernelTraits
- Implementation:Microsoft Playwright FfPage
Heuristics
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
Environments
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Openclaw Openclaw Gateway Network Ports