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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:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
Principles
- Principle:Anthropics Anthropic sdk python Token Counting And Batching
- Principle:Teamcapybara Capybara Form Submission
- Principle:OpenGVLab InternVL Streamlit Chat Interface
- Principle:Apache Beam Execution Driving
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Mlc ai Mlc llm Streaming Response Processing
- Principle:Apache Paimon Split Based Reading
- Principle:Webdriverio Webdriverio TypeScript Type Safety
- Principle:Online ml River Anomaly Detection Base Interface
- Principle:Eventual Inc Daft Streaming Row Iteration
Implementations
- Implementation:Ollama Ollama Llama Vocab Types
- Implementation:Microsoft DeepSpeedExamples Offload States Demo
- Implementation:DevExpress Testcafe BrowserClient CDP
- Implementation:SeleniumHQ Selenium FirefoxCommandContext
- Implementation:Roboflow Rf detr RFDETR Predict
- Implementation:Google deepmind Mujoco JAX Experimental Custom Call
- Implementation:Huggingface Datatrove MinhashDedupSignature
- Implementation:Astronomer Astronomer cosmos DbtTaskGroup Init
- Implementation:EvolvingLMMs Lab Lmms eval ScreenSpot Utils Rec
- Implementation:Ollama Ollama Mtmd GLM4V
Heuristics
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
Environments
- Environment:Langgenius Dify Python Backend Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Sail sg LongSpec Inference Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Iterative Dvc Python Runtime