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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:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Kornia Kornia Differentiable Image Augmentation
Principles
- Principle:ARISE Initiative Robosuite Two Arm Task Design
- Principle:Isaac sim IsaacGymEnvs Policy Training Loop
- Principle:Microsoft Playwright Set Up Network Route Handlers
- Principle:DistrictDataLabs Yellowbrick Bestfit Regression Overlay
- Principle:Farama Foundation Gymnasium Environment Instantiation
- Principle:Sgl project Sglang Server Health Monitoring
- Principle:Huggingface Optimum Model Decomposition
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:Eventual Inc Daft Lazy Dependency Loading
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
Implementations
- Implementation:Apache Shardingsphere ShadowOperationType Enum
- Implementation:CrewAIInc CrewAI MongoDB Vector Search Tool
- Implementation:Tensorflow Tfjs Tf LoadGraphModel
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FocalLoss
- Implementation:ARISE Initiative Robosuite HollowCylinder
- Implementation:Deepspeedai DeepSpeed UlyssesSP Forward
- Implementation:LaurentMazare Tch rs Convert Checkpoint
- Implementation:Langchain ai Langchain UV Build
- Implementation:Mage ai Mage ai Source Write Records
- Implementation:Lance format Lance Scanner Filter Query
Heuristics
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Apache Spark Python Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Interpretml Interpret Visualization Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:LaurentMazare Tch rs Python Interop Environment