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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:BerriAI Litellm SDK Completion
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Ray project Ray Serve Deployment
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Tensorflow Tfjs Transfer Learning
Principles
- Principle:PacktPublishing LLM Engineers Handbook Evaluation Results Aggregation
- Principle:Bigscience workshop Petals Output Decoding
- Principle:SeleniumHQ Selenium Grid Component Configuration
- Principle:Puppeteer Puppeteer Browser Binary Installation
- Principle:PrefectHQ Prefect Asset Materialization
- Principle:Neuml Txtai Task Wrapping
- Principle:Eventual Inc Daft Iceberg Writing
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:Evidentlyai Evidently Drift Dataset Metrics
- Principle:Bentoml BentoML Model Persistence
Implementations
- Implementation:OpenHands OpenHands DaytonaRuntime Close
- Implementation:Open compass VLMEvalKit TeleMM2 Wrapper
- Implementation:Sgl project Sglang GEMM With Epilogue Visitor
- Implementation:TobikoData Sqlmesh ColumnLevelLineageContext
- Implementation:Google deepmind Dm control GLFW GUI
- Implementation:NVIDIA DALI EfficientDet HParams
- Implementation:Onnx Onnx TensorProto Util
- Implementation:Ucbepic Docetl Demo EpsteinEmailPipeline
- Implementation:NVIDIA TransformerEngine JAX Sharding
- Implementation:Eventual Inc Daft AI Prompt
Heuristics
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
Environments
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Huggingface Datasets Image Dependencies
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Vespa engine Vespa FNET Transport Config