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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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Browse by Category
| 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:Infiniflow Ragflow Chat Application Setup
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Onnx Onnx Model Composition
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Turboderp org Exllamav2 Interactive Chat
Principles
- Principle:VainF Torch Pruning Dependency Group Pruning
- Principle:TA Lib Ta lib python Abstract Function Instantiation
- Principle:Ray project Ray Cloud Cluster Provisioning
- Principle:Webdriverio Webdriverio Command Interception
- Principle:Testtimescaling Testtimescaling github io Event Driven Step Progression
- Principle:Protectai Llm guard Observability Instrumentation
- Principle:DistrictDataLabs Yellowbrick Learning Curve Analysis
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Training Data Preparation
- Principle:Apache Airflow Environment Setup
- Principle:Langchain ai Langchain Input Preparation For Streaming
Implementations
- Implementation:Avhz RustQuant DateGenerationConvention
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Core JavaScript
- Implementation:Lance format Lance Java IndexCriteria
- Implementation:Open compass VLMEvalKit SArena DINO Score
- Implementation:Huggingface Datatrove JobsStatus
- Implementation:Groq Groq python Files Create
- Implementation:Ollama Ollama XServer Show
- Implementation:Fastai Fastbook Tabular Learner
- Implementation:Deepspeedai DeepSpeed Initialize
- Implementation:Kserve Kserve LLM Worker Template
Heuristics
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
Environments
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Apache Flink Node Build Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Huggingface Datasets Lance Dependencies
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment