by smartlake | Jan 1, 2020 | banking, Blog, Machine Learning
Background All financial services providers need more personalized offerings when interacting with clients and especially new clients. As a client I want to get some personalized recommendations on what to do next or which product to choose. Banks and other providers...
by smartlake | Dec 27, 2019 | Artificial Intelligence, Blog, Machine Learning, NLP, text mining
Introduction In the previous 5 articles we have illustrated the usage of Google and AWS NLP APIs. We have also experimented the spacy library to extract entities and nouns from different documents. We have shown how to improve the model using pattern matching function...
by smartlake | Dec 9, 2019 | banking, Machine Learning
Objective Objective of the analysis is to find a potential way to detect or score loans pro actively using a machine learning model. The analysis done in R can be found here: https://rpubs.com/protzetter/557500 A small Shiny application can also be seen below where...
by smartlake | Nov 3, 2019 | Artificial Intelligence, banking, Machine Learning
Rationale We can see an increasing demand for personalized digital services in financial services. An article from BCG on the topic is helping in understanding the challenges and the opportunities of personalization in banking...
by smartlake | Oct 13, 2019 | Artificial Intelligence, banking, Blog, Machine Learning
Introduction The WEF has published a very interesting white paper describing various privacy enhancing techniques. You can find the document under...
by smartlake | Sep 16, 2019 | banking, Blog, chatbot, Machine Learning, NLP, wealth management
Improving the Banking Onboarding Assistant In a previous article, https://smartlake.ch/on-boarding-virtual-assistant-myths-and-reality/, we have demonstrated how to use a banking virtual assistant to assist client on boarding. Today we want to go a step further and...
by smartlake | Sep 1, 2019 | Artificial Intelligence, banking, Blog, chatbot, NLP
There is quite a number of myths and legends about virtual assistants. When reading the news and articles, it seems artificial intelligence can learn about everything and then reproduce anything it has learned. This is somewhat true. If it is not trained with business...
by smartlake | May 26, 2019 | Artificial Intelligence, Blog, Machine Learning, NLP, text mining
Introduction In the previous 4 articles we have illustrated the usage of Google and AWS NLP APIs. We have also experimented the spacy library to extract entities and nouns from different documents. We have shown how to improve the modle using pattern matching function...
by smartlake | May 1, 2019 | Artificial Intelligence, Blog, Machine Learning, NLP, text mining
Introduction In the previous 3 articles we have illustrated the usage of Google and AWS NLP APIs and experimented the spacy library to extract entities and nouns from different documents. We have chosen to use personal profiles and job description, as this is a common...
by smartlake | Apr 24, 2019 | Artificial Intelligence, Machine Learning, NLP, text mining
Introduction In the first two articles of the series we have shown how to use the Google NLP andthe AWS Comprehend API to extract words from a person profile and compare it to a job description...
