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Why I Gave Up a 50% Higher Salary to Join a Startup

Why I Gave Up a 50% Higher Salary to Join a Startup

Now the title might be a bit clickbaity but it’s true: when I joined Veriff I had received an offer with a higher salary from a larger company. I decided to write about my choice because, year after year, I’ve kept moving towards riskier ventures in earlier and
04 Mar 2019 4 min read
Units of automation

Units of automation

Pretty much every presentation I give about AI includes the following slide, in the context of automatically authenticating users using face recognition. The idea is that even automation-reliant businesses don’t need to go 100% automatic to start serving customers: you can start with a basic model that outputs a
21 Jan 2019 5 min read
Writing a data science job description

Writing a data science job description

It’s common to see job descriptions along the lines of the following. -------------------------------------------------------------------------------- Looking for a data scientist. Responsibilities: 1. Building big data databases, data warehouses, data lakes, and pipelines. 2. Training and deploying deep learning models and neural networks for prediction. 3. Creating dashboards, analyses, visualisationgs and reports.
15 Jan 2019 2 min read
Coping with the explosion of ML research

Coping with the explosion of ML research

As the popularity of machine learning grows, so does the amount of academic papers, blog posts and software released. As an industry practicioner I need to be up-to-date with useful ones without spending hours each week combing through new developments to find the few important updates. The obvious solution to
06 Jan 2019 2 min read
Side projects make the engineer

Side projects make the engineer

There’s a specific type of person I’ve noticed applying to jobs, participating in ML communities, or writing to me online: software engineers with an interest in machine learning. Their ML background typically consists of a course or two from Andrew Ng [https://www.coursera.org/courses?query=machine%
22 Dec 2018 4 min read
How to annoy a data scientist

How to annoy a data scientist

Ask them if AI will kill all humans. Actually, anything along these lines will work. When will we achieve 100% automation? When are we going to build a machine that is better than humans at every kind of work? These are questions I often get at talks, interviews, or one-on-one
16 Dec 2018 1 min read
What makes machine learning expensive?

What makes machine learning expensive?

It’s often assumed you need a number of PhDs and double the number of developers to create useful machine learning (ML) solutions. This is only sometimes true. If you’re creating leading-edge products — meaning you’re developing brand new machine learning methods — then you will certainly need a team
28 Aug 2018 8 min read
Entering new fields from zero, depth-first

Entering new fields from zero, depth-first

I’ve often needed to enter a domain where I previously had no expertise: e.g. when I started my blog, when I decided to consciously work on my social skills, or when I decided I want to understand business better. Getting an initial understanding of the new domain is
07 Aug 2017 1 min read
Making use of inclinations

Making use of inclinations

I’m reading a book on happiness and meditation which contains the following story. In Chinese history, during the reign of Emperor Shun (who lived sometime around 2200 BCE), what was then known as China was plagued by frequent destructive floods along the Yellow River. The emperor ordered a nobleman
03 Mar 2017 2 min read
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