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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:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
Principles
- Principle:Cypress io Cypress Browser Detection
- Principle:Langgenius Dify Dataset Creation
- Principle:Facebookresearch Habitat lab Benchmark Configuration
- Principle:Facebookresearch Audiocraft Audio Dataset Preparation
- Principle:Mit han lab Llm awq NVILA Model Construction
- Principle:Langfuse Langfuse Dataset Run Item Upsert
- Principle:OpenGVLab InternVL Vision Encoder LoRA
- Principle:Datahub project Datahub Protobuf Compilation
- Principle:Mage ai Mage ai JSON Schema Loading
- Principle:Iterative Dvc Plot Definition Collection
Implementations
- Implementation:LaurentMazare Tch rs Tensor Npy
- Implementation:Google deepmind Dm control Suite Finger
- Implementation:FlagOpen FlagEmbedding MLVU Order Data
- Implementation:Microsoft Playwright ColorUtils
- Implementation:Deepseek ai Janus Load Pil Images
- Implementation:ArroyoSystems Arroyo Plan Graph Builder
- Implementation:Webdriverio Webdriverio StartWebDriver
- Implementation:Apache Druid WorkbenchHistory
- Implementation:Deepset ai Haystack Pipeline Run For Evaluation
- Implementation:Apache Spark Distribution Placement
Heuristics
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
Environments
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Pola rs Polars Rust Build Environment
- Environment:Diagram of thought Diagram of thought Graphviz