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Workflows
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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
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Workflows
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Googleapis Python genai Context Caching
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:SeleniumHQ Selenium Browser Session Setup
Principles
- Principle:Unslothai Unsloth Response Masking
- Principle:Pytorch Serve Pipeline Parallelism
- Principle:LLMBook zh LLMBook zh github io Mixture of Experts Routing
- Principle:Langchain ai Langgraph Entrypoint Configuration
- Principle:Ollama Ollama Model Alias API
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:EvolvingLMMs Lab Lmms eval Client Integration
- Principle:Huggingface Datatrove Repetition Filtering
- Principle:LaurentMazare Tch rs GPT Text Generation
- Principle:Hiyouga LLaMA Factory Multimodal Processing
Implementations
- Implementation:DevExpress Testcafe NativeAutomation CookieProvider
- Implementation:Haosulab ManiSkill PandaWristCam
- Implementation:Kserve Kserve Controller Manager Deployment
- Implementation:Facebookresearch Habitat lab VQA Trainer
- Implementation:Huggingface Datatrove DocumentTokenizerMerger
- Implementation:Microsoft Playwright CrNetworkManager
- Implementation:SeleniumHQ Selenium WebDriverException
- Implementation:Puppeteer Puppeteer BrowserContext
- Implementation:CrewAIInc CrewAI Website Search Tool
- Implementation:Openai Openai python Batch Cancelled Webhook
Heuristics
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
Environments
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Huggingface Datatrove Python Runtime
- Environment:Microsoft Autogen LLM Provider API Keys