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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:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Apache Airflow Core Release Process
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
Principles
- Principle:Apache Paimon Blob Descriptor Construction
- Principle:AUTOMATIC1111 Stable diffusion webui Image Gallery
- Principle:Togethercomputer Together python File Upload
- Principle:Apache Druid Data Transformation
- Principle:Langgenius Dify Document Upload
- Principle:Togethercomputer Together python LLM Evaluation
- Principle:Protectai Modelscan Scan Report Generation
- Principle:Ggml org Ggml Model Weight Acquisition
- Principle:Facebookresearch Audiocraft D Adaptation Optimization
- Principle:DistrictDataLabs Yellowbrick Parallel Coordinates Visualization
Implementations
- Implementation:FlowiseAI Flowise RolesView
- Implementation:Kornia Kornia Stable Diffusion Dissolving
- Implementation:Apache Beam InMemoryJobService Prepare
- Implementation:NVIDIA TransformerEngine JAX Cpp GEMM
- Implementation:LaurentMazare Tch rs GAN Example
- Implementation:PrefectHQ Prefect To Dataframe Task
- Implementation:Mlc ai Mlc llm InternLM2 Model
- Implementation:Togethercomputer Together python ImageResponse Handling
- Implementation:Scikit learn Scikit learn GeneralizedLinearRegressor
- Implementation:Infiniflow Ragflow LinkDataPipelineModal Component
Heuristics
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
Environments
- Environment:Sgl project Sglang Multimodal
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Hiyouga LLaMA Factory FP8 Training Environment