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1,118
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:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Datahub project Datahub Java SDK Metadata Emission
Principles
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:Treeverse LakeFS Repository Creation
- Principle:Haosulab ManiSkill Robot Agent Definition
- Principle:Cleanlab Cleanlab CleanLearning Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Efficient Loading
- Principle:EvolvingLMMs Lab Lmms eval Environment Setup
- Principle:Sdv dev SDV CTGAN Synthesis
- Principle:FlowiseAI Flowise Docker Deployment
- Principle:FlowiseAI Flowise Chat Widget Embedding
- Principle:Openai CLIP Text Tokenization
Implementations
- Implementation:Avhz RustQuant FractionalOrnsteinUhlenbeck
- Implementation:Tencent Ncnn Blob
- Implementation:Treeverse LakeFS Java SDK Model RepositoryCreation
- Implementation:Langgenius Dify UseShare
- Implementation:Microsoft Semantic kernel InvokePromptAsync With KernelArguments
- Implementation:Facebookresearch Habitat lab ResetArmSkill
- Implementation:Explodinggradients Ragas Collections ContextRelevance Metric
- Implementation:Kserve Kserve LocalModelNode CRD
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallEvaluationModelInput
- Implementation:Langfuse Langfuse StorageService UploadWithSignedUrl
Heuristics
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
Environments
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Pola rs Polars Python Runtime Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Unstructured IO Unstructured All Docs
- Environment:Unstructured IO Unstructured OpenAI API