Qualities of a Good Machine Developer?
A machine learning developer is a key to the success of your software. That is why you need to be very vigilant and meticulous when you hire one. Here are a few qualities to add to your checklist before you offer the deal.
To train the machine, learn the language that they speak. A machine learning developer should have a good grip on the programming languages. The most common machine learning language is Python. But they also need to learn languages such as R, Java, C++, as well as Map Reduce.
Statistics and mathematics
A hard skill that every machine learning developer should know. Even though knowledge of statistics and mathematics is helpful for software developers in general, these are a must for machine learning developers. They must understand statistics and probabilities to know which algorithm can solve the problem.
Data modeling and evaluation
Though a known skill commonly recognized by scientists, data modeling and evaluation is also a great advantage for machine learning developers. Along the way, depending on the task, ML developers will need to choose the applicable accuracy and error measure as well as an evaluation strategy.
Open to failures
One who gives up so quickly is not fit to be a developer. Machine learning undergoes dozens of trials and errors. When searching for a machine learning developer, make sure that this person can accept failures and mistakes. These are inevitable in software development.
A good developer knows that a lot of models and experiments fail, but that’s okay. As long as you keep an open mind that mistakes happen and they are part of building a successful machine.
Signal processing techniques
A machine learning developer with an advanced signal processing technique will be a great addition to your team. Upon encountering complex situations in the development process, especially when it comes to feature extraction (an essential part of machine learning), signal processing techniques will come in handy.
There are two primary soft skills that machine learning developers must possess. One is curiosity. Software developers are innovative because they are always curious. They have the drive to continually create or discover new things. The other soft skill is to keep up to date.
Technology is rapidly moving; there are always new tools designed or upgraded in just a matter of days. As a specialist in artificial intelligence, a machine learning developer must know the movement in the tech industry.