AI Engineer
2 weeks ago
- Address and solve complex business issues using large amounts of data (structured and unstructured)
- Understand the application of Generative AI in a cloud data & analytic eco-system, and develop analytical solutions that best support transformation of the Complaints quality business processes
- Continuous development, monitoring, presenting and conducting of 'fact-based' analysis and models to use at any time for the development and improvement of relevant quality management processes
- Design, build, deploy, monitor and assess relevant models for implementation as AI Agents in the complaints management value chain (identify, classify, manage, quality control, remediate)
- Design and implement best practices for Agentic AI solutions to effectively operate in an environment comprised of other heterogeneous agents with access to a diverse set of tools.
- Identify data from a variety of sources to combine, synthesise and analyse to support complaints quality management processes
- Good understanding of the Banking system and products, service, channels in support of the understanding of the customer experience that led to the Complaint
- Highly desirable to have good knowledge of Complaints management processes, Quality Assurance processes and the relevant regulatory environment.
- Strong customer lens with a bias towards safety, consistency and fairness in how AI is applied to the process.
- Solid understanding of predictive modelling, pattern recognition, clustering, supervised and unsupervised learning
- Proven experience in applied probability and statistics
- Hands-on knowledge and experience with tools and techniques for analysis, data manipulation and presentation
- Experience in using open source technologies for Data Science, specifically Python and key supporting packages/libraries and development environments
- Experience in using Generative AI to solve real business challenges, ideally with multiple model families (e.g. Gemini, Anthropic, OpenAI, Meta)
- Experience with Retrieval Augmented Generation (RAG) frameworks, and best practices for generating and using embeddings.
- Use of Google Cloud Platform services such as Vertex AI and related data management services (BigQuery, CloudSQL etc).
- Ability to understand and test trade-off for model quality, performance and cost management
- Strong ability to translate model outputs and insights into practical business recommendations
- Feature Engineering - Masters a wide range of techniques and optimizes feature engineering processes.
- Machine Learning Modelling - Selects appropriate modeling techniques, translates business requirements, and systematically improves model performance.
- Model Evaluation and Validation - Ability to assess and monitor the performance of AI solutions, and assess and address drivers of poor performance.
ANZ
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