Note:

When you see this line in the video:

from bokeh.charts import Scatter

Please replace it with:

from bkcharts import Scatter

The reason is that the charts interfacehas been moved to a separate library called bkcharts. So, for the above line to work, you also need to install bkcharts:

pip install bkcharts