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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:SeleniumHQ Selenium Browser Session Setup
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Datahub project Datahub Docker Quickstart Deployment
Principles
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:Openclaw Openclaw Onboarding Wizard
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:Explodinggradients Ragas Metric Baseline Correlation
- Principle:OpenGVLab InternVL Flash Attention Optimization
- Principle:Apache Kafka Release Notes Generation
- Principle:Datahub project Datahub Entity Retrieval
- Principle:Duckdb Duckdb Function Registration Generation
- Principle:Apache Spark Release Finalization
- Principle:MarketSquare Robotframework browser Release Publication
Implementations
- Implementation:Huggingface Datasets JaxFormatter
- Implementation:Mlc ai Mlc llm Text Streamer Py
- Implementation:SeleniumHQ Selenium Pnpm Lock
- Implementation:Ollama Ollama Llama Model Apertus
- Implementation:Openai Openai node ChatCompletionCreateParams
- Implementation:Apache Druid TimeMenuItems
- Implementation:Protectai Llm guard Input Code
- Implementation:Infiniflow Ragflow Settings Init Settings
- Implementation:Online ml River Stats EWVar
- Implementation:Ollama Ollama Readline History
Heuristics
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
Environments
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Apache Kafka Gradle Build Environment
- Environment:Kserve Kserve Gateway API
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime