Client Use-Case

John from the U.S. wanted a template to write cover letters to a few different organisations. To automate some of this process we are able to give an initial draft of what could be included and worth highlighting.


Model description

Based on the NLP model: GPT-3 by OpenAI, funded by Elon Musk etc. Find their work at OpenAI.com.


Model Improvements


Data


Input

Input: "Generate a cover letter for a Data Scientist position at Google."

Result

<Output: "Dear Recruiter,

My passion is using innovative tools to address challenging 
computational problems, and no single company can leverage new technology 
like Google. As a long time user of Gmail and Google Drive, 
I am very familiar with the state-of-the-art technology behind many 
of your products and services.

My experience at Microsoft has given me an unparalleled edge in finding 
and solving new and interesting problems through data science. I enjoy 
identifying complex issues and forming an elegant and intuitive solution 
to them with mathematical techniques such as machine learning, pattern 
recognition, statistics, and optimization. My focus on analysis using all 
of these techniques is the reason that even within a large data team, my work 
stands out for its creativity and sophistication.

My favorite aspects of my job at Microsoft have been: learning from my peers 
by participating in hackathons; applying my knowledge to product development 
by working directly with management and the marketing team; reading research 
papers and academic journals to stay up-to-date with advances in artificial 
intelligence and machine learning; listening to people from around the world 
talk about how they apply technology to solve unique challenges in their 
communities. I am certain that Google shares my excitement about exploring 
these questions every day.

As part of a data science internship program at Microsoft, I worked on building 
cloud services (Azure Machine Learning), assisting senior leadership (C-Levels) 
on strategic decisions based on data analytics (which involved data visualization 
and statistics), analyzing user behaviors on Xbox Live (which included pattern 
recognition), recommending playlist additions for featured users (music 
recommendations involved genre classification, song lyrics interpretation, 
similarity measurement), and creating video/image annotation tools using Kaldi 
(a speech recognition software) and Magenta framework which would be used for 
showcasing deep learning models. In addition to programming skill requirements 
specified in this position description, I'm confident that my experience also 
satisfies business acumen expectations. In my spare time, I continue learning 
about artificial intelligence techniques. Last month I read about generative 
adversarial networks (GANs). Last year it was variational autoencoders (VAEs). 
By making a habit of keeping up with AI trends like these two, I feel 
confident in my ability to keep pushing forward toward innovative solutions 
which no one else has yet considered.

Thanks for considering me!"