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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:Google deepmind Mujoco Model compilation and conversion
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Application Lifecycle
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:Diagram of thought Diagram of thought Role Instruction Customization
- Principle:Huggingface Datasets Column Renaming
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:FlagOpen FlagEmbedding Hard Negative Mining
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:ClickHouse ClickHouse Socket Abstraction
- Principle:Liu00222 Open Prompt Injection Application Query Pipeline
- Principle:Apache Dolphinscheduler RPC Server Handler
Implementations
- Implementation:OpenGVLab InternVL GPT Review Bench Evaluation
- Implementation:Zai org CogVideo ActNorm
- Implementation:Unslothai Unsloth Model Registry
- Implementation:Ggml org Llama cpp Model Saver
- Implementation:Fastai Fastbook Tabular Learner
- Implementation:DevExpress Testcafe ActionOptions TypeDefs
- Implementation:SeleniumHQ Selenium Closure ListenerMap
- Implementation:Datajuicer Data juicer CorrelationAnalysis Analyze
- Implementation:Avhz RustQuant ExchangeRate
- Implementation:Tensorflow Serving load servables fast h
Heuristics
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Helicone Helicone Rate Limiting Fail Open
Environments
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Snorkel team Snorkel PyTorch
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Vllm project Vllm Distributed