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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:Volcengine Verl Vision Language Model RL Training
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Openai CLIP Zero shot image classification
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Allenai Open instruct Tulu3 Full Post Training
Principles
- Principle:Turboderp org Exllamav2 Model Weight Loading
- Principle:NVIDIA DALI Image Resize Augmentation
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:Confident ai Deepeval Step Efficiency Evaluation
- Principle:Openclaw Openclaw Persona Customization
- Principle:FlagOpen FlagEmbedding Auto Reranker Loading
- Principle:FMInference FlexLLMGen GEMM Performance Testing
- Principle:Teamcapybara Capybara Page Navigation
- Principle:Zai org CogVideo Image to Video Generation
- Principle:Webdriverio Webdriverio CommandRegistration
Implementations
- Implementation:SeldonIO Seldon core Seldon Pipeline Infer
- Implementation:Risingwavelabs Risingwave TableSchema
- Implementation:LMCache LMCache LMC Server Connector
- Implementation:LaurentMazare Tch rs Group Norm
- Implementation:Vibrantlabsai Ragas Llm Factory
- Implementation:SeldonIO Seldon core Seldon Experiment Stop
- Implementation:Huggingface Datasets Json Builder
- Implementation:Open compass VLMEvalKit OCR Reasoning Utils
- Implementation:Huggingface Datasets Dataset Save To Disk
- Implementation:Allenai Open instruct Build Reference Logprobs Cache
Heuristics
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Unstructured IO Unstructured Profiling Tools