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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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|---|---|---|
| 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:Predibase Lorax Server Deployment
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
Principles
- Principle:Microsoft DeepSpeedExamples Supervised Fine Tuning
- Principle:Princeton nlp Tree of thought llm Usage Tracking
- Principle:Volcengine Verl Split Resource Placement
- Principle:LaurentMazare Tch rs Proximal Policy Optimization
- Principle:Huggingface Open r1 Model Saving and Publishing
- Principle:Apache Paimon Ray Cluster Initialization
- Principle:Protectai Modelscan Scan Report Generation
- Principle:Axolotl ai cloud Axolotl Model Saving
- Principle:Tensorflow Serving JSON Request Formatting
- Principle:OpenGVLab InternVL Vision Encoder Abstraction
Implementations
- Implementation:Infiniflow Ragflow Api Utils
- Implementation:Langchain ai Langchain FireworksLLM
- Implementation:Isaac sim IsaacGymEnvs Rl Games Runner Integration
- Implementation:Openai Openai python Response Reasoning Item Param
- Implementation:OpenBMB UltraFeedback Inference Environment Setup
- Implementation:Bentoml BentoML Ray Integration
- Implementation:Microsoft Playwright BrowserServerLauncher
- Implementation:Avhz RustQuant EuropeanVanillaOption new
- Implementation:InternLM Lmdeploy Gemm MatrixPtr
- Implementation:Mlc ai Mlc llm Triton Ops
Heuristics
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Langgenius Dify SQL Escape Backslash First
Environments
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Sgl project Sglang Distributed
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies