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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:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Treeverse LakeFS Data Version Control With Branches
Principles
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:Apache Paimon Distributed Result Collection
- Principle:Webdriverio Webdriverio Service Worker Pattern
- Principle:Sdv dev SDV Schema Simplification
- Principle:Apache Beam Result Collection
- Principle:Protectai Llm guard Programming Language Detection
- Principle:Facebookresearch Habitat lab Dataset and Scene Preparation
- Principle:Ray project Ray Python Wheel Building
- Principle:Langgenius Dify Plugin Discovery
- Principle:Liu00222 Open Prompt Injection Input Preprocessing
Implementations
- Implementation:Scikit learn Scikit learn LinkFunctions
- Implementation:Zai org CogVideo CogVideoXI2VPipeline Call
- Implementation:Guardrails ai Guardrails Validator Validate
- Implementation:Pytorch Serve Llama2 Generate
- Implementation:Ucbepic Docetl FastDecomposer
- Implementation:Scikit learn Scikit learn PassiveAggressiveClassifier
- Implementation:Pola rs Polars DataFrame Sort by Time
- Implementation:Infiniflow Ragflow Versions
- Implementation:AUTOMATIC1111 Stable diffusion webui Script Callbacks
- Implementation:Apache Paimon GenericRow
Heuristics
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Ollama Ollama Quantization Layer Selection
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Ggml org Llama cpp Vulkan GPU Environment