Deploy Your Machine Learning Bots Like a Boss with CI/CD
Discover how to deploy machine learning chatbots effectively using CI/CD in this 28-minute EuroPython 2020 conference talk. Learn to overcome the challenges of sharing your chatbot with the world, including load balancing, testing, and text analytics. Explore techniques for leveraging DevOps and data science skills, along with basic knowledge of databases, CI/CD, and distributed systems, to elevate your prototypes to production-ready applications. Gain insights on deploying, iterating, and retraining models faster, with prerequisites including entry-level understanding of CI/CD pipelines, NLP, JupyterHub, and version control. Follow along as the speaker demonstrates practical solutions based on real-world experience in deploying bots to production environments.