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1,118
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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|---|---|---|
| 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:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Iterative Dvc Data Tracking
Principles
- Principle:Apache Shardingsphere Metadata Repository Persistence
- Principle:Isaac sim IsaacGymEnvs Task Selection and Configuration
- Principle:Online ml River Incremental Clustering Interface
- Principle:Datahub project Datahub Action Plugin Development
- Principle:Openai Whisper Output Formatting
- Principle:Ggml org Llama cpp Multimodal Input Preparation
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Anthropics Anthropic sdk python Automated Tool Loop
- Principle:Apache Paimon Table Writing
- Principle:ClickHouse ClickHouse IEEE754 Float Decomposition
Implementations
- Implementation:Datahub project Datahub Emitter Close
- Implementation:OWASP Www project top 10 for large language model applications FeedbackGenerator Generate
- Implementation:Apache Paimon GlobalIndexScanBuilder Build
- Implementation:SeleniumHQ Selenium Standalone And Hub Commands
- Implementation:ARISE Initiative Robomimic Split train val from hdf5
- Implementation:Elevenlabs Elevenlabs python DefaultAudioInterface
- Implementation:NVIDIA DALI Operator Base Class
- Implementation:FlowiseAI Flowise PublicExecutionDetails
- Implementation:Huggingface Transformers DCP Save
- Implementation:Iterative Dvc Repo Open Repo
Heuristics
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
Environments
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Evidentlyai Evidently Node Frontend Environment