Jupyter Notebooks are a third-party tool that some Coursera courses use for programming assignments.

You can revert your code or get a fresh copy of your Jupyter Notebook mid-assignment. By default, Coursera persistently stores your work within each notebook.

To keep your old work and also get a fresh copy of the initial Jupyter Notebook, click File, then Make a copy.

We recommend keeping a naming convention such as “Assignment 1 - Initial” or “Copy” to keep your notebook environment organized. You can also download this file locally.

Refresh your notebook

1. Rename your existing Jupyter Notebook within the individual notebook view

2. In the notebook view, add “?forceRefresh=true” to the end of your notebook URL

3. Reload the screen

4. You will be directed to your home Learner Workspace where you’ll see both old and new Notebook files.

5. Your Notebook lesson item will now launch to the fresh notebook.

Find missing work

If your Jupyter Notebook files have disappeared, it means the course staff published a new version of a given notebook to fix problems or make improvements. Your work is still saved under the original name of the previous version of the notebook.

To recover your work:

1. Find your current notebook version by checking the top of the notebook window for the title

2. In your Notebook view, click the Coursera logo

3. Find and click the name of your previous file

Unsaved work

"Kernels" are the execution engines behind the Jupyter Notebook UI. As kernels time out after 90 minutes of notebook activity, be sure to save your notebooks frequently to prevent losing any work. If the kernel times out before the save, you may lose the work in your current session.

How to tell if your kernel has timed out:

• Error messages such as "Method Not Allowed" appear in the toolbar area.

• The last save or auto-checkpoint time shown in the title of the notebook window has not updated recently

• Your cells are not running or computing when you “Shift + Enter”

To restart your kernel:

1. Save your notebook locally to store your current progress

2. In the notebook toolbar, click Kernel, then Restart

3. Try testing your kernel by running a print statement in one of your notebook cells. If this is successful, you can continue to save and proceed with your work.

4. If your notebook kernel is still timed out, try closing your browser and relaunching the notebook. When the notebook reopens, you will need to do "Cell -> Run All" or "Cell -> Run All Above" to regenerate the execution state.

Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:

• The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.

• The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.