I finally make it works.
I think I should read the mathjax documents carefully.
<!-- MathJax --> {% if site.enable_mathjax %} <script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"> </script> {% endif %}
<script type="text/x-mathjax-config"> MathJax.Hub.Config({ tex2jax: {inlineMath: [['$','$'], ['\\(','\\)']]} }); </script> <script type="text/javascript" async src="path-to-mathjax/MathJax.js?config=TeX-AMS_CHTML"></script>
src should be //
instead of http://
or https://
explain something related to https://
.