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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:Bentoml BentoML Multi Model Composition
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Apache Spark Building and Testing
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
Principles
- Principle:Tensorflow Serving Executor Abstraction
- Principle:Microsoft Semantic kernel Observability Filters
- Principle:Allenai Open instruct Reference Logprob Caching
- Principle:Langchain ai Langgraph Multi Agent Research Pattern
- Principle:ARISE Initiative Robosuite Visual Feedback Wrapping
- Principle:Scikit learn contrib Imbalanced learn Sampler Aware Pipeline
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Langgenius Dify DesignSystem
- Principle:Google deepmind Mujoco Composite Rigid Body
- Principle:Shiyu coder Kronos Prediction Result Persistence
Implementations
- Implementation:CarperAI Trlx NeMo PPO Trainer
- Implementation:Run llama Llama index BatchEvalRunner Init
- Implementation:EvolvingLMMs Lab Lmms eval DetailCaps Utils
- Implementation:NVIDIA NeMo Curator NemotronCC Stages
- Implementation:Microsoft LoRA Legacy Run SWAG
- Implementation:Microsoft Playwright Client Android
- Implementation:Apache Druid HelperTable
- Implementation:ARISE Initiative Robosuite MobileRobot
- Implementation:Farama Foundation Gymnasium Vector Action Wrappers
- Implementation:ArroyoSystems Arroyo Golden Test Outputs
Heuristics
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Unslothai Unsloth Padding Free Packing
Environments
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Apache Spark Python Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Sgl project Sglang Distributed
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials