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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:Cypress io Cypress E2E Test Execution
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Neuml Txtai Model Training
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
Principles
- Principle:LLMBook zh LLMBook zh github io Causal LM Model Initialization
- Principle:NVIDIA DALI Generic Iterator
- Principle:Google deepmind Mujoco Collision Detection
- Principle:Openai Openai python Response Processing
- Principle:Duckdb Duckdb Random Number Generation
- Principle:Sgl project Sglang Constrained Text Generation
- Principle:Anthropics Anthropic sdk python Tool Definition
- Principle:DataTalksClub Data engineering zoomcamp Kestra Infrastructure Setup
- Principle:Intel Ipex llm Pipeline Parallel Model Loading
- Principle:Huggingface Peft Prefix Tuning
Implementations
- Implementation:Elevenlabs Elevenlabs python ForcedAlignmentWordResponseModel
- Implementation:Predibase Lorax OpenAI Client Configuration
- Implementation:Apache Paimon BlobDescriptor Deserialize
- Implementation:Google deepmind Dm control Variation Broadcaster
- Implementation:Openai Openai node LineDecoder
- Implementation:CrewAIInc CrewAI RAG Data Types
- Implementation:Kornia Kornia Mutual Information Loss
- Implementation:Fede1024 Rust rdkafka BaseProducer Transactional Config
- Implementation:Langgenius Dify Create App
- Implementation:BerriAI Litellm Vector Store Types
Heuristics
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Apache Flink Bin Packing Complexity Guard
Environments
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:OpenRLHF OpenRLHF Flash Attention Environment