Machine Learning Engineer - Design Generation
Sydney, Australia
Job Description
Join the team redefining how the world experiences design.
Hey, g'day, mabuhay, kia ora, 你好, hallo, vítejte!
Thanks for stopping by. We know job hunting can be a little time consuming and you're probably keen to find out what's on offer, so we'll get straight to the point.
Where and how you can work
Our flagship campus is in Sydney. We also have a campus in Melbourne and co-working spaces in Brisbane, Perth and Adelaide. But you have choice in where and how you work. That means if you want to do your thing in the office (if you're near one), at home or a bit of both, it's up to you.
What you’d be doing in this role
As Canva scales change continues to be part of our DNA. But we like to think that's all part of the fun. So this will give you the flavour of the type of things you'll be working on when you start, but this will likely evolve.
At the moment, this role is focused on:
- Build systems to generate and edit designs – working closely with other ML engineers, backend engineers, frontend engineers, designers, and product managers to deliver cutting-edge design generation systems and techniques that empower users.
- Hypothesis-driven development of data and ML-driven features across Canva.
- Engineering implementation: developing and implementing ML models and features, as well as using third party APIs and pre-trained models when appropriate.
- Running offline and online experiments.
- Investigating and spiking applications of data and ML across the Canva product, considering tradeoffs between different approaches and rapidly shipping.
- Contributing to the full life cycle of ML/data models: data analysis, data preprocessing and pipeline, modelling, tuning and productization.
- Improving the scalability, speed and performance of existing models.
- Working alongside data specialists, software engineers and product owners to identify business and growth opportunities.
- Designing and creating new data workflows and deploying these workflows to users.
- Sharing and articulating statistical analysis, modelling, experiment and results to technical and non-technical audiences.
You're probably a match if
- You have great research skills with the ability to stay abreast of the latest developments in deep learning and generative AI.
- You are capable to translate cutting-edge research into practical solutions that enhance design generation product.
- You have experience or strong interest in design. This team works at the intersection of engineering and design so a genuine desire or proven experience in this space is essential.
- You have strong coding proficiency in Python, interviews will be in Python.
- You are familiar with several of the following: TensorFlow, PyTorch, scikit-learn, Kubernetes, Solr/ElasticSearch, dataset creation.
- You have strong understanding of Computer Science/Engineering fundamentals and first principles covering system design, data structures, architecture, and design patterns.
- SQL experience preferred.
About the team
The Generative Experience Group’s mission is to “Empower the world to design by developing and applying AI that can create every type of design and ingredient on Canva.”
This is an exciting and emerging problem space with weekly innovations. Our close-knit team collaborates with engineers to prototype and develop new experiences, works with researchers to explore uncharted territories, and tackles some of today's biggest challenges. We continuously improve our current offerings to create better ways for people to achieve their design dreams. Our goal is to create magical, emotionally engaging AI experiences that charm, simplify complex tasks, and foster meaningful connections.
What's in it for you?
Achieving our crazy big goals motivates us to work hard - and we do - but you'll experience lots of moments of magic, connectivity and fun woven throughout life at Canva, too. We also offer a range of benefits to set you up for every success in and outside of work.
Here's a taste of what's on offer:
- Equity packages - we want our success to be yours too
- Inclusive parental leave policy that supports all parents & carers
- An annual Vibe & Thrive allowance to support your wellbeing, social connection, office setup & more
- Flexible leave options that empower you to be a force for good, take time to recharge and supports you personally
Check out lifeatcanva.com for more info.
Other stuff to know
We make hiring decisions based on your experience, skills and passion, as well as how you can enhance Canva and our culture. When you apply, please tell us the pronouns you use and any reasonable adjustments you may need during the interview process.
We celebrate all types of skills and backgrounds at Canva so even if you don’t feel like your skills quite match what’s listed above - we still want to hear from you!
Please note that interviews are conducted virtually.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: APIs Architecture Computer Science Data analysis Deep Learning Elasticsearch Engineering Generative AI Kubernetes Machine Learning ML models Python PyTorch Research Scikit-learn SQL Statistics TensorFlow
Perks/benefits: Career development Equity / stock options Flex hours Home office stipend Parental leave
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