Open Source Evangelist MLops
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Build and automate your own StackOverflow question analyzer with NLP and DevOps
Aiming at data-oriented technical content creation, we built an NLP pipeline to extract questions from the StackOverflow API and understand better where our community users are struggling in their DevOps journey. Using Python and popular projects like Spacy to implement different text analytics algorithms along with word embeddings, we dynamically create dashboards powered by Streamlit. You will learn from this talk how to prototype and implement NLP pipelines with Spacy and automate dashboard creation with Streamlit, leveraging DevOps practices in Machine Learning pipelines.