How two international students found PhD opportunities at the Australian Institute for Machine Learning
After undergraduate studies in Russia and a double masters鈥 degree at LUT University (Finland), Violetta Shevchenko knew two things: she wanted to obtain a PhD in machine learning, and to live in Adelaide.
She started looking for opportunities.
鈥淚 had visited family in Adelaide before, and I really liked the city,鈥 she explains.
鈥淪o I just googled Adelaide + computer + vision.鈥
She found a profile of 鈥 Director at Australian Institute for Machine Learning 鈥 and sent him an email asking to meet when she was next in the city.
The rest, as they say, is history. Violetta is now in her second year of a PhD in visual understanding and reasoning in machine learning. Her supervisors are Anton, and Dr Damian Teney.
鈥淰ioletta鈥檚 CV and transcripts showed that she had done quite well in some relevant degrees at good universities, but also that she had done a practical project that had a real outcome,鈥 says Anton.
鈥淭he combination of good theoretical skills and strong practical problem solving is certainly something I look for in students.鈥
Teaching AI to explain a photo
A typical day in Violetta鈥檚 PhD life consists of a lot of critical reading of other people鈥檚 research, then designing and running her own experiments with different models of machine learning.
She is based in the Australian Institute for Machine Learning building, in the centre of Adelaide.
鈥淢y main focus is to test if AI can actually understand something about visual input,鈥 she says.
鈥淚n particular, I鈥檓 exploring whether AI can process visual information 鈥 for example, from a photograph 鈥 and answer related natural language questions.鈥
The end result could be something like a tool that creates a caption from a photo.
鈥淪o maybe a person with a vision impairment would be able to go to a shop, take a photo of an item of clothing, and the AI could tell them the colour, the shape and other features of product,鈥 Violetta says.
After she graduates, Violetta is interested in staying in Adelaide and working at the intersection of research and industry.
鈥淚 want to do something practical, perhaps in computer engineering,鈥 she says.
Finding a high calibre supervisor
also studied for a PhD at Australian Institute for Machine Learning. He is now a postdoctoral researcher in artificial intelligence at the institute.
鈥淢y PhD focused on zero shot learning,鈥 Rafa explains.
鈥淭his is a kind of AI where we try and teach a machine to be able to identify something it has never seen before.鈥
In seeking out a PhD opportunity, Rafa鈥檚 main criteria was to find a high calibre supervisor. Originally from Brazil, he had previously worked in industry and completed undergraduate and master鈥檚 degrees in computer science and machine learning.
鈥淚 started looking around the world, and found at the Australian Institute for Machine Learning,鈥 he says.
鈥淢y approach was to send him an email telling him I was interested in studying with him. But also I was very deliberate in convincing him I was a strong PhD candidate.鈥
Rafa included a detailed CV in his email, a compelling cover letter, and some ideas about a possible research project. He secured an Australian Research Council scholarship to support his candidacy.
Gustavo says a track record of scholarly excellence is the key factor when he looks at potential PhD students.
鈥淚 look to see if they鈥檙e applying from good schools, if they have good marks, and even whether they have already published something academic,鈥 Gustavo explains.
鈥淗aving publications is becoming more and more important for potential PhD students these days.鈥
Rafa鈥檚 PhD was co-supervised by Gustavo, Dr. Michele Sasdelli, and and attracted a 成人大片 Dean鈥檚 commendation when he graduated in 2019.
For now, he鈥檚 staying firmly put in Adelaide.
鈥淚t's an amazing place for bike rides, and it鈥檚 very connected to nature,鈥 Rafa says.
鈥淏ut also it's a very vivid city 鈥 there are parties, and you can find interesting places to go.鈥
Rafa鈥檚 postdoctoral position allows him to do a mix of academic and industry work at the Australian Institute for Machine Learning.
鈥淚 love it. I found myself here,鈥 he says.
Story written by Dr Sarah Keenihan, AIML
AIML is Australia鈥檚 first dedicated research institute for machine learning, and was initially funded by the state government of South Australia and the 成人大片.
AIML was formed in 2018 from the Australian Centre for Visual Technologies (ACVT), a group with a long history of delivering high-impact fundamental and applied research.
Machine learning underpins the business models of the largest corporations and has the potential to deliver massive, social, economic and environmental benefits. AIML鈥檚 research strengths lie in machine learning and the methods that support this: artificial intelligence, computer vision and deep learning.
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