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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:NVIDIA DALI Video Processing Pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Huggingface Trl Supervised Finetuning
Principles
- Principle:Eventual Inc Daft Data Preprocessing Regex Extraction
- Principle:Langchain ai Langgraph Project Configuration
- Principle:LaurentMazare Tch rs Top K Prediction
- Principle:Langgenius Dify PromptEngineering
- Principle:Langgenius Dify App Initialization
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Evaluation Orchestration
- Principle:Huggingface Datasets Extension Module Mapping
- Principle:Kubeflow Kubeflow Build Pipeline
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:Apache Beam Pipeline Construction
Implementations
- Implementation:Helicone Helicone Prompt Types
- Implementation:DistrictDataLabs Yellowbrick ConfusionMatrix Visualizer
- Implementation:Explodinggradients Ragas OCIGenAIWrapper Class
- Implementation:Interpretml Interpret LimeTabular
- Implementation:Webdriverio Webdriverio Gherkin Syntax Pattern
- Implementation:Marker Inc Korea AutoRAG Runner Init
- Implementation:Apache Paimon SchemaChange
- Implementation:Vibrantlabsai Ragas InstanceRubrics
- Implementation:Helicone Helicone BuildRouter
- Implementation:Princeton nlp Tree of thought llm Gpt Usage
Heuristics
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
Environments
- Environment:Kserve Kserve VLLM Runtime
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Sgl project Sglang Web
- Environment:Tensorflow Tfjs Python Converter
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference