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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:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Googleapis Python genai Multimodal Content Generation
Principles
- Principle:Scikit learn Scikit learn Text Feature Extraction
- Principle:Pola rs Polars Python Binding Configuration
- Principle:Online ml River Time Series Evaluation
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
- Principle:Openai Openai node Tool Definition
- Principle:Zai org CogVideo Distributed Training Setup
- Principle:Haifengl Smile Inference Request Processing
- Principle:Speechbrain Speechbrain Dynamic Mixing Augmentation
- Principle:Infiniflow Ragflow Document Store Indexing
- Principle:BerriAI Litellm Cache Lookup
Implementations
- Implementation:Scikit learn Scikit learn PartialDependenceDisplay
- Implementation:Treeverse LakeFS S3 Client Setup
- Implementation:Langgenius Dify UseAllToolProviders
- Implementation:ArroyoSystems Arroyo Api Types Generated
- Implementation:Haotian liu LLaVA LLaVA Conversation Format
- Implementation:Huggingface Optimum Is Backend Available
- Implementation:Facebookresearch Audiocraft MusicGen get pretrained
- Implementation:ArroyoSystems Arroyo Pipeline Outputs
- Implementation:Open compass VLMEvalKit MiniCPM V
- Implementation:Lance format Lance Cleanup Old Versions
Heuristics
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Openai CLIP CLIP Normalization Constants
Environments
- Environment:BerriAI Litellm Observability Stack
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Lance format Lance Rust Toolchain
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Kserve Kserve Knative Serving
- Environment:Treeverse LakeFS Web UI Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK