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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:Guardrails ai Guardrails LLM Output Validation
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:HKUDS AI Trader Data Pipeline
Principles
- Principle:Ollama Ollama GGUF Assembly
- Principle:Openai Openai node Server To Client Stream Proxying
- Principle:Cleanlab Cleanlab Regression Noise Robust Training
- Principle:Nautechsystems Nautilus trader Strategy Shutdown
- Principle:Huggingface Transformers Training Execution
- Principle:Treeverse LakeFS Hook Result Review
- Principle:Marker Inc Korea AutoRAG Strategy Selection
- Principle:Ggml org Llama cpp Quantization Validation
- Principle:Explodinggradients Ragas Knowledge Graph Construction
- Principle:Haotian liu LLaVA Feature Alignment Pretraining
Implementations
- Implementation:Openai Openai node Transcriptions Resource
- Implementation:Guardrails ai Guardrails BaseFormatter
- Implementation:FlagOpen FlagEmbedding BGE Coder CoIR Eval
- Implementation:Guardrails ai Guardrails Docs Utils
- Implementation:Google deepmind Dm control Variation Distributions
- Implementation:FlagOpen FlagEmbedding Add Reranker Score Script
- Implementation:Infiniflow Ragflow Settings Constants
- Implementation:Deepspeedai DeepSpeed MLU Accelerator
- Implementation:FlagOpen FlagEmbedding BGE Coder Constants
- Implementation:FlagOpen FlagEmbedding AbsReranker Compute Score
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Huggingface Open r1 vLLM Server