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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:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Helicone Helicone Local Development Setup
Principles
- Principle:CARLA simulator Carla Synchronous Simulation Mode
- Principle:Interpretml Interpret Local Explanation Generation
- Principle:Online ml River Online Nearest Neighbors
- Principle:Bitsandbytes foundation Bitsandbytes XPU SYCL Dequantization
- Principle:Apache Spark Master Daemon Management
- Principle:OpenRLHF OpenRLHF Prompt Dataset Construction
- Principle:LLMBook zh LLMBook zh github io Causal LM Loss Computation
- Principle:Trailofbits Fickling Analysis Result Serialization
- Principle:CARLA simulator Carla Navigation Agent Architecture
- Principle:Hiyouga LLaMA Factory Causal Language Model Pretraining
Implementations
- Implementation:Vespa engine Vespa FixedLengthChunker Chunk
- Implementation:Infiniflow Ragflow KnowledgebaseService Create With Name
- Implementation:Online ml River Tree SGT Losses
- Implementation:Predibase Lorax SigLIP Vision Encoder
- Implementation:Ollama Ollama Llama Graph Header
- Implementation:Astronomer Astronomer cosmos Dbt Output Parser
- Implementation:DistrictDataLabs Yellowbrick WordCorrelationPlot
- Implementation:Run llama Llama index BaseRetriever
- Implementation:LaurentMazare Tch rs FFI Error Handling
- Implementation:Microsoft Semantic kernel ProcessFramework SignalR PackageLock
Heuristics
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
Environments
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Langgenius Dify Python Backend Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Obss Sahi Python Pycocotools
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Mlflow Mlflow Python Runtime Environment