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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:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Mistralai Client python OCR Document Processing
Principles
- Principle:Run llama Llama index Job Status Monitoring
- Principle:Interpretml Interpret Partial Dependence Explanation
- Principle:Openai Openai python Audio Playback
- Principle:Deepseek ai Janus VAE Decoding
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Neuml Txtai Workflow Scheduling
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
- Principle:Liu00222 Open Prompt Injection Application Query Pipeline
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:Elevenlabs Elevenlabs python Client Tools Registration
Implementations
- Implementation:SeleniumHQ Selenium Closure String
- Implementation:MaterializeInc Materialize Namescore CLI
- Implementation:SeleniumHQ Selenium Closure Structs Set
- Implementation:Risingwavelabs Risingwave PgOutputMessageDecoder
- Implementation:Online ml River Optim AMSGrad
- Implementation:Google deepmind Dm control MJCF Element Base
- Implementation:Datahub project Datahub Scheduled Ingestion Orchestration
- Implementation:Tensorflow Serving caching manager cc
- Implementation:Lance format Lance SafeScalarValue
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesFilter
Heuristics
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
Environments
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Openai Openai node Node 20 Runtime
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Apache Airflow Docker Container Environment