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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:Haifengl Smile Nearest Neighbor Search
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Mistralai Client python Function Calling
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Puppeteer Puppeteer Request Interception
Principles
- Principle:Microsoft Autogen State Persistence
- Principle:HKUDS AI Trader A Share Data Fetching
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:Pyro ppl Pyro Stochastic Variational Inference
- Principle:Ggml org Llama cpp Response Generation
- Principle:ChenghaoMou Text dedup Substring Deduplication
- Principle:Shiyu coder Kronos Sequential Two Stage Training
- Principle:Cleanlab Cleanlab Cross Validation Predicted Probabilities
- Principle:ARISE Initiative Robosuite Camera Randomization
- Principle:Fastai Fastbook Stochastic Gradient Descent
Implementations
- Implementation:Pyro ppl Pyro TraceGraph ELBO
- Implementation:LaurentMazare Tch rs Resnet18 No Final Layer
- Implementation:Datajuicer Data juicer VideoFramesTextSimilarityFilter
- Implementation:Tensorflow Serving Session Bundle Util
- Implementation:Risingwavelabs Risingwave Ad CTR Generator
- Implementation:Farama Foundation Gymnasium Vector Reward Wrappers
- Implementation:Microsoft DeepSpeedExamples ConvertTfCheckpointToPytorch
- Implementation:Lance format Lance Chunker
- Implementation:Ollama Ollama Llama Unicode
- Implementation:Apache Flink RecordsWithSplitIds
Heuristics
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
Environments
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4