How will I help?
The role works within delivery squads focusing on building and operationalizing AI applications and ML models that will further enhance our service and product offerings. It's an exciting time for AI at Westpac and you will be a part of the rapidly growing and always exciting DDAI (Data, Digital, & Artificial Intelligence) team.
The role will be responsible for designing, developing, and deploying machine learning models and gen AI applications that solve complex problems and enhance our products and services. This role will work closely with data scientists, software engineers, and product managers to integrate machine learning solutions into production systems.
Role responsibilities include:
- Design and implement machine learning models and algorithms to address business challenges.
- Preprocess and analyse large datasets to extract meaningful insights.
- Implementation of data processing patterns, pipelines and APIs for batch, real-time and streaming,
- Implementation of gen AI solutions using various frameworks, prompting techniques, RAG patterns, fine tuning and testing of LLM & gen AI applications,
- Deploy machine learning models into production environments and monitor their performance.
- Collaborate with cross-functional teams to integrate gen AI, machine learning or hybrid solutions into products and services,
- Stay up to date with the latest advancements in gen AI, machine learning and big-data processing and apply new techniques to improve existing models,
- Document code, processes, models, and experiments to ensure reproducibility and knowledge sharing.
- Troubleshoot and resolve issues related to model performance and deployment.
What’s in it for me?
You’ll play a significant part of the future of a business that has been around for over 200 years. Our purpose is to create better futures together. So, we’ll back you in the development of your career, internal career prospects, and flexible working. You’ll also keep learning to grow your career, backed by a fantastic team of people with a can-do, supportive structure. Whatever shape your family takes, we offer generous paid and unpaid parental leave for your nominated primary and support carers. This includes leave to organise adoptions, surrogacy, and foster care arrangements. And we continue to pay your super contributions while you take all the time you need to get your new family settled.
What do I need?
- Tertiary qualified in Computer Science, Engineering, Mathematics, or a related quantitative field.
- Proven experience in machine learning (ML), including model development and deployment.
- Knowledge of statistical analysis and data visualization techniques.
- Deep experience with cloud platforms (AWS, GCP, Azure) and containerisation technologies (Docker, Kubernetes).
- Understanding of software development best practices, including version control (Git) and CI/CD.
- Excellent problem-solving skills and attention to detail.
- Advanced programming skills in Python and familiarity with ML libraries such as TensorFlow, PyTorch, or scikit-learn.
- Familiarity and practical experience designing gen AI application using applicable patterns, e.g. prompting, agents based, using frameworks such as Llama Index, LangChain, AutoGen, DSPy, etc.
- Experience with big data technologies like Hadoop, Spark, or similar for data processing and feature engineering, plus A/B testing and experimental design.
