According to the Indeed.cam, Indeed is the #1 job site in the world1 with over 250 million unique visitors every month. Indeed strives to put job seekers first, giving them free access to search for jobs, post resumes, and research companies. Every day, we connect millions of people to new opportunities.

I explain in my last article in Medium, how to load and store job positions from Indeed with python. In this article I would like to dirll down each job post and look for the words frequency in each job ads and visualize them.

Getting The Data

In orders to job post…


According to the Indeed.cam, Indeed is the #1 job site in the world1 with over 250 million unique visitors2 every month. Indeed strives to put job seekers first, giving them free access to search for jobs, post resumes, and research companies. Every day, we connect millions of people to new opportunities.

During my job searching journey, Indeed was one of the main sources to apply for jobs. So I decide to search more intelligently in Indeed. I told myself, I know web scraping and I use almost everyday Indeed to job searching, why should I not keep my search information…


Keras is an open-source neural network library written in python. Keras allow us to easily build, train, evaluate and execute all sorts of neural networks. Keras was developed by François Chollet and was released in March 2015. It quickly gained popularity because Keras puts user experience front and center.

Photo by Fabian Grohs on Unsplash

The core data structure of Keras is a model, which let us to organize and design layers. Sequential and Functional are two ways to build Keras models. Sequential model is simplest type of model, a linear stock of layers. …

Mahdi Hanifi

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