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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:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:BerriAI Litellm Router Load Balancing
Principles
- Principle:Cypress io Cypress Browser Detection
- Principle:CrewAIInc CrewAI Tool Design
- Principle:Pytorch Serve Streaming Cloud Inference
- Principle:Ggml org Ggml RAII Resource Management
- Principle:Microsoft DeepSpeedExamples RLHF Engine Initialization
- Principle:Tensorflow Serving Performance Monitoring
- Principle:Haotian liu LLaVA Model Worker Inference
- Principle:Online ml River API Documentation Generation
- Principle:Microsoft Onnxruntime Nodejs Inference Execution
- Principle:Apache Flink Async Sink Configuration
Implementations
- Implementation:ClickHouse ClickHouse Poco Socket Impl
- Implementation:NVIDIA TransformerEngine PyTorch Ext Attention
- Implementation:Cleanlab Cleanlab Regression CleanLearning
- Implementation:SeleniumHQ Selenium Keys
- Implementation:Mlflow Mlflow Exceptions
- Implementation:Apache Druid NamedExpressionsInput
- Implementation:Hiyouga LLaMA Factory API Protocol
- Implementation:NVIDIA NeMo Curator Core Utils
- Implementation:ArroyoSystems Arroyo Create Pipeline Page
- Implementation:Vespa engine Vespa Config Model API ABI Spec
Heuristics
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
Environments
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Intel Ipex llm Build Environment