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If the tools are missing, you need to download and install the new RInstaller from Alteryx. From the downloads page, go to Alteryx Designer downloads and look for "Alteryx Predictive Tools". That will add those tools back to your toolbar. Also, be sure not to save the workflows while the black "?" appears or it will not be reversed once the tools are in place.
My way did not work. After I have installed the Starter Kit, the Linear Regression tool is not in the toolbar when I opened Alteryx Designer.While trying to sort out the actual solutions, these steps solved my problems:
1. I uninstalled everything about Alteryx and its extensions. 2. Re-installed Alteryx Designer to latest version. 3. Downloaded and installed "Alteryx Predictive Tools (Admin version)" you mentioned. It appears that this thing cannot work without the main Alteryx Designer installed first. 4. Open and check the Linear Regression tool is there in the toolbar. Thank you for your help, CharlieS.