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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:Online ml River Binary Classification Pipeline
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
Principles
- Principle:Datahub project Datahub Entity Metadata Enrichment
- Principle:Huggingface Trl PPO Multi Model Loading
- Principle:Explodinggradients Ragas Testset Export
- Principle:Haotian liu LLaVA Weight Delta Computation
- Principle:Apache Flink Congestion Control Rate Limiting
- Principle:Mlc ai Web llm Schema Definition
- Principle:Langchain ai Langchain Response Parsing
- Principle:Turboderp org Exllamav2 Dynamic Text Generation
- Principle:Togethercomputer Together python Image Response Processing
- Principle:Lakeraai Pint benchmark Dataset Preparation
Implementations
- Implementation:Kubeflow Kubeflow Release Handbook Process
- Implementation:Pyro ppl Pyro RenyiELBO
- Implementation:Langgenius Dify FetchIndexingEstimate
- Implementation:ArroyoSystems Arroyo Data Fetching
- Implementation:Helicone Helicone AI Gateway OpenAPI Spec
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:MarketSquare Robotframework browser Bootstrap Script
- Implementation:DataTalksClub Data engineering zoomcamp Toml Credentials Loader
- Implementation:Langgenius Dify Analyze Component
- Implementation:FlagOpen FlagEmbedding BGE Coder Utils
Heuristics
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Sgl project Sglang Distributed
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Neuml Txtai Python Core Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies