PyCon Israel 2022

๐Ÿ‡ฎ๐Ÿ‡ฑ Web apps for data science using streamlit
06-29, 15:30โ€“15:50 (Asia/Jerusalem), PyData

Nobody cares about your algorithm, learn how to communicate model insights.

Data scientists can lose track of time working on their models, failing to consider anything other than loss and metrics. But, in reality, no one cares about one's specific model.
The ability to communicate the modelโ€™s functionality as well as other insights produced by the model are critical to the data science profession. However, this ability is often overlooked.
However, what if I told you that you could solve this problem and demonstrate your model's capabilities to the rest of the world with a simple Python script?

The talk will include a live demo that will demonstrate how, using a few lines of code, you could wrap a machine-learning model into a pure python web app so others can experiment with it. You will see how to incorporate interactive plotly graphs which gives the user an additional layer of understanding of the problem.

It is said that soft skills are hard currency. In our case, they are backed up with powerful technology. Whether you are a beginner or an experienced data scientist - this talk will level up your visual data communication, and grant you a new superpower!

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Target audience โ€“

Data Scientists

Liron Soffer is a Data Science Tech Leader at Sunbit, a fintech startup.
She holds a BSc from the Technion in Industrial Engineering with two specializations, one in Information Systems and the other in Entrepreneurship.