The Data Analytics Blog

Our news and views relating to Data Analytics, Big Data, Machine Learning, and the world of Credit.

All Posts

Insights From The Deep Learning IndabaX Western Cape

April 12, 2018 at 10:42 AM

A Deep Learning IndabaX is a locally-organised, one-day Indaba that helps spread knowledge and builds capacity in machine learning. It's a way to experiment with how we can strengthen our machine learning community, and allow more people to contribute to the conversation. 

IndabaX Western Cape brought together four of the universities in the Western Cape province of South Africa, and, as sponsors of the event, it was a great pleasure for a few of our data scientists to attend at UCT on 6 April. 

A special thanks to the organisers for putting together such a great event. 

Deep Learning (DL) is clearly the direction in which machine learning is heading, and it has been shown to yield impressive results for a wide variety of applications, often within (but certainly not limited to) the complex image recognition and natural language understanding areas. Although the universe of machine learning is a rapidly changing area and who knows how things will look in say 10 years’ time, the fact that Deep Learning is constructed in a similar way to how our brains work, we feel it is not just a flash in the pan approach and the fundamental concepts are here to stay. 

c116436c-0bb4-4ae4-9e87-c70c4fa0a2a4-522397-editedThere were 19 talks in total plus an hour at the end dedicated to 8 lightning 5-minute talks. Principa was pleased to be part of the lightning talk session where we (very quickly) talked about how humans are the best deep learners by a country mile. The talks were filmed, and we assume they will be made freely available at some stage. The full schedule can be found here: https://indabax.github.io/#ts-schedule. Some talks were technical in nature (various use cases solved with DL and Python by Alex Conway) to philosophical (AI Ethics by Dr Janto Dreijer). “Interesting times” would be a bit of an understatement. 

The session ended with a great panel discussion around how we, as a country, can grow and develop our DL skills.

Thanks, guys, it was excellent!

Subscribe to our blog

Robin Davies
Robin Davies
Robin Davies was the Head of Product Development at Principa for many years during which Robin’s team packaged complex concepts into easy-to-use products that help our clients to lift their business in often unexpected ways. Robin is currently the Head of Machine Learning at a prestigious firm in the UK.

Latest Posts

Solving the Credit Unaware Challenge with Psychometrics

At Principa, we engage with clients and organisations across the entire credit lifecycle and track the focus of the South African credit industry. For nearly ten years the focus has consistently been in the collection space, but recently (since early 2021) this has changed and a large number of our clients are focused on acquisitions and originations.

Predicting Customer Behaviour (PART 2)

In Part One of this two-part blog, we started providing a short overview of just some of the propensity models that Principa has developed. In this Part Two, we continue to look at different types of propensity models available across the customer engagement lifecycle that are used to predict behaviour and solve business problems. 

PART 2: How to Cure the Post Pandemic “Collections” Symptoms

In PART 1 of this two-part series, we explored how the current socio-economic climate resulting from the lingering financial hangover caused by the pandemic is negatively impacting the consumer's ability to settle a debt.