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Workflows
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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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
Principles
- Principle:Online ml River Horizon Metric
- Principle:Lucidrains X transformers Sequence to Sequence Data Preparation
- Principle:Langgenius Dify PaymentIntegration
- Principle:Ggml org Llama cpp Debugging
- Principle:Lm sys FastChat Long Conversation Splitting
- Principle:Tensorflow Serving Hardware Tuning
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:Alibaba ROLL Agentic Advantage Estimation
- Principle:Spcl Graph of thoughts Graph of Operations Construction
- Principle:Helicone Helicone Asynchronous Log Queuing
Implementations
- Implementation:Speechbrain Speechbrain Brain Init
- Implementation:EvolvingLMMs Lab Lmms eval Baseline Registry
- Implementation:NVIDIA NeMo Curator FLEURS Manifest Stage
- Implementation:Deepspeedai DeepSpeed AutoTP Replace
- Implementation:Online ml River Metrics GeometricMean
- Implementation:Datajuicer Data juicer Execute HPO 3Sigma
- Implementation:CARLA simulator Carla Client Stop Recorder
- Implementation:OpenGVLab InternVL QLLaMA Model
- Implementation:CrewAIInc CrewAI Serper Dev Tool
- Implementation:Tencent Ncnn YOLOX Example
Heuristics
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
Environments
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Apache Druid Integration Test Docker
- Environment:Allenai Open instruct Beaker Cluster
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node