The session will guide listeners on how to prepare historically non-technologically sophisticated industries for AI revolution. I will start with wow to introduce change management in ‘oldschool’ industries such as legal and tax, so they can also benefit from efficiencies unlocked by data. I will be sharing examples of different team dynamics and how reluctant […]
When you’re early in your career, growth usually means improving your technical skills, or working on new kinds of projects. As you grow, you realise that that alone isn’t enough. In order to grow there are a lot of decisions you need to make, such as your direction, understanding your strengths, finding the right mentors, […]
The talk will cover automated data quality checks performed by large organisations to execute data reliability checks on big datasets in real-time using data profiling and machine learning techniques. The demo will use the open-source library Deequ, Spark framework, and reporting & notifications tools to enforce data issues in a proactive manner. I will be […]
AI and gender bias is a prevalent issue that impacts several aspects of our lives: from the design of products to the type of services provided to each respective gender. It often reflects and amplifies existing gender biases and stereotypes in society. Good ML algorithms have bad gender biasing and go sexist most of the […]
At Sention we were working with modest-sized datasets. We had to look at the dataset creatively and leverage synthetic data to build meaningful Machine learning models. In this talk, we will explore GANs and leveraging GANs to build synthetic data. GANs leverage adversarial training mechanisms to produce artificial samples that closely resemble real data distributions. By […]
MMM has traditionally been applied at B2C companies. Applying it for a B2B business was a very different experience, and I would like to share my learnings from this project. Technical level: Introductory level/students (some technical knowledge needed) Session Length: 40 minutes
Unlock the potential of MLOps in financial services. Delve into the crucial task of accurately forecasting balances and discover the best time series packages for the job. Learn essential tips and tricks for deploying models into production seamlessly. From understanding the importance of precise forecasting to implementing best practices, this session equips you with actionable […]
It should be no surprise that AI is treading a similar path to computing which began with single purpose machines tasked for payroll calculations, banking transactions, or weapons targeting et al, but nothing more! It took decades for General Purpose Computing to emerge in the form of the now ubiquitous PC. Today, AI is still […]
Join Andy to dive into the intricacies of the data science lifecycle and learn how data products should be the connective tissue between data discovery, model development, and model deployment. Discover the key elements of a robust reference architecture for hybrid model deployment, ensuring seamless integration and scalability. Moreover, we’ll emphasize the transformative power of […]