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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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|---|---|---|
| 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:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Huggingface Datatrove Minhash Deduplication
Principles
- Principle:FlowiseAI Flowise Chunk Preview
- Principle:Online ml River DataFrame Stream Ingestion
- Principle:Neuml Txtai Index Update
- Principle:HKUDS AI Trader Benchmark Index Analysis
- Principle:Anthropics Anthropic sdk python Provider API Interaction
- Principle:MaterializeInc Materialize Pipeline Bootstrap
- Principle:Risingwavelabs Risingwave Cluster Monitoring
- Principle:Pola rs Polars Multi Format Data Writing
- Principle:FlowiseAI Flowise Docker Deployment
- Principle:Tencent Ncnn Top K Classification
Implementations
- Implementation:Ucbepic Docetl MarkdownCell
- Implementation:Apache Paimon FileStorePathFactory
- Implementation:NVIDIA NeMo Curator OpenAIClient
- Implementation:Webdriverio Webdriverio Selector Utils
- Implementation:Microsoft Agent framework DeepResearch Workflow Definition
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:CARLA simulator Carla Triangulation
- Implementation:Infiniflow Ragflow Api Utils
- Implementation:VainF Torch Pruning GrowingRegPruner
- Implementation:SeleniumHQ Selenium Closure Dom TagName
Heuristics
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Kornia Kornia Gradient Detach Stability
Environments
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Iterative Dvc Python Runtime
- Environment:Openai Evals Python Runtime
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:Truera Trulens Python Core Environment