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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:Openai CLIP Linear probe evaluation
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Microsoft Autogen Tool Augmented Agent
Principles
- Principle:Apache Paimon Utility Infrastructure
- Principle:NVIDIA TransformerEngine KV Cache Inference
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Farama Foundation Gymnasium Video Recording
- Principle:Tensorflow Serving Performance Monitoring
- Principle:SeldonIO Seldon core V2 Inference Protocol
- Principle:Huggingface Datasets Exception Hierarchy
- Principle:Infiniflow Ragflow Chunk CRUD
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Cleanlab Cleanlab Noise Robust Training
Implementations
- Implementation:Microsoft Autogen Studio Environment Settings
- Implementation:OpenGVLab InternVL LLaVA Model Worker
- Implementation:Deepspeedai DeepSpeed Evoformer MMA From Smem
- Implementation:Explodinggradients Ragas LangGraph Convert Messages
- Implementation:OpenRLHF OpenRLHF DeepspeedStrategy save model
- Implementation:Apache Spark SparkLauncher
- Implementation:Kserve Kserve Dex Auth
- Implementation:Microsoft Playwright PageDispatcher
- Implementation:CrewAIInc CrewAI NL2SQL Tool
- Implementation:Predibase Lorax SGMV Shrink Kernel
Heuristics
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
Environments
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Huggingface Datasets Image Dependencies