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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 RLHF Training Pipeline
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:Cypress io Cypress Component Test Authoring
- Principle:Truera Trulens Dashboard Visualization
- Principle:OpenGVLab InternVL Component Model Assembly
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Cypress io Cypress Browser Test Execution
- Principle:Tensorflow Serving Hashmap Servable
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Apache Flink Data Generation
- Principle:Teamcapybara Capybara Driver Selection Configuration
- Principle:Langchain ai Langgraph State Schema Definition
Implementations
- Implementation:FlowiseAI Flowise AssistantDialog
- Implementation:Bentoml BentoML Service Composition Pattern
- Implementation:Sgl project Sglang Spatial Partitioning
- Implementation:Datajuicer Data juicer VideoSplitByDurationMapper
- Implementation:Openai Openai python Moderation Create Params
- Implementation:DataExpert io Data engineer handbook SparkSession Builder
- Implementation:Microsoft DeepSpeedExamples Extract Qwen VL
- Implementation:Neuml Txtai TFIDF Scoring
- Implementation:PacktPublishing LLM Engineers Handbook VectorBaseDocument Bulk Find
- Implementation:Astronomer Astronomer cosmos DbtRunAirflowAsyncFactoryOperator
Heuristics
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
Environments
- Environment:Obss Sahi Python Image Processing
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Datahub project Datahub Java 17 Backend Environment