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It's Your Data, Master It.
Machine Learning Model Deployment with Streamlit
Overview
Skills Needed
Discover how to deploy machine learning models with Streamlit. Explore model visualization, prediction APIs, and deployment considerations.
Proficiency in Python programming
Familiarity with machine learning concepts
Outline
Introduction to Model Deployment
Preparing Machine Learning Models for Deployment
Model Visualization Techniques
Building Prediction APIs with Streamlit
Integrating Models into Streamlit Apps
Deployment Considerations and Challenges
Scaling Streamlit Apps for Production
Monitoring and Logging in Deployment
Continuous Integration/Continuous Deployment (CI/CD)
Best Practices for Model Deployment with Streamlit
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