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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:Unstructured IO Unstructured Performance Profiling
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
Principles
- Principle:Openai Evals Model Graded Spec Design
- Principle:Ggml org Llama cpp Apple Platform Support
- Principle:Pytorch Serve Documentation Generation
- Principle:ChenghaoMou Text dedup Bloom Filter Deduplication
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:Puppeteer Puppeteer Accessibility Tree Inspection
- Principle:Vespa engine Vespa Java Bootstrap and Maven Build
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:Nautechsystems Nautilus trader Portfolio Analysis
- Principle:Microsoft Agent framework Workflow Result Processing
Implementations
- Implementation:Langchain ai Langgraph SqliteCache
- Implementation:Eventual Inc Daft Catalog From Iceberg
- Implementation:Onnx Onnx Proto Utils
- Implementation:Infiniflow Ragflow Float Utils
- Implementation:Dagster io Dagster Vercel Redirect Configuration
- Implementation:Gretelai Gretel synthetics ACTGAN Init
- Implementation:Eventual Inc Daft Window Specification
- Implementation:TobikoData Sqlmesh LineageLayout
- Implementation:Risingwavelabs Risingwave CI Docker Compose
- Implementation:Langfuse Langfuse DatasetRunItemUpsertQueue
Heuristics
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
Environments
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Cypress io Cypress Linux Display Server
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Ggml org Llama cpp Metal GPU Environment