PyCon Israel 2022

🇮🇱 Web apps for data science using streamlit
2022-06-29, 15:30–15:50, 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 model’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!


Session language – Hebrew Target audience – Data Scientists