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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:Tensorflow Serving Model Version Management
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Mage ai Mage ai SQL Database Source Extraction
Principles
- Principle:Zai org CogVideo Temporal Autoencoding
- Principle:Zai org CogVideo Video Tokenization
- Principle:Elevenlabs Elevenlabs python Transcript Event Handling
- Principle:Sgl project Sglang Server Arguments Configuration
- Principle:Langgenius Dify PopupBlockerMitigation
- Principle:Online ml River Streaming Regression Metrics
- Principle:Deepseek ai Janus Prompt Formatting for Flow Generation
- Principle:Isaac sim IsaacGymEnvs ADR State Checkpointing
- Principle:Zai org CogVideo Finite Scalar Quantization
- Principle:Mlfoundations Open flamingo Dual Dataset Training Loop
Implementations
- Implementation:FMInference FlexLLMGen Petals Benchmark
- Implementation:Scikit learn Scikit learn BaseEnsemble
- Implementation:Confident ai Deepeval EvaluationDataset Save As
- Implementation:FlowiseAI Flowise StarterPrompts
- Implementation:SeleniumHQ Selenium Closure UI SubMenu
- Implementation:Mit han lab Llm awq CLIPVisionTower
- Implementation:Googleapis Python genai Documents
- Implementation:Deepseek ai Janus Image Post Processing AR
- Implementation:Open compass VLMEvalKit ImageYORNDataset
- Implementation:Predibase Lorax GPTQ Exllama V1
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
Environments
- Environment:Vllm project Vllm Distributed
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment