🆂🅻🅾🆃 #1: From Research to Production – Our Process at Rasa - Tanja Bunk, Rasa

📑 Using latest research to improve our product is one of the core principles at Rasa. But how do we come from an interesting idea to an actual production ready feature? And what kind of challenges are we facing during this process?
In this talk I will guide you through the different stages an idea needs to go through before it is included in our open-source product. I will show you why feedback is crucial for us and why research features are often first shipped as experimental features.
I will demonstrate all this with the help of a recently released research feature called entity roles/groups.

🆂🅻🅾🆃 #2: Transformers in the Wild - Markus Ludwig, AutoScout24

📑 At AutoScout24, we built a search feature that understands natural language and maps the relevant parts of a query to either keywords or filters. This talk shares our learnings from training and deploying a Transformer model that translates natural language to structured queries. We will cover the entire journey from idea to product: from teaching the model new tricks to helping it forget bad habits, and iteratively refining the user experience.

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