Machine Learning Archives - bol.com Techlab

Spaces Talk #6: Making Demos Great Again

Marloes Kuijper, on 19-10-2020
Category: Data Science & AI, Events Tags: Event Machine Learning Spaces Summit data science demo

At this year’s Spaces Summit, I presented a talk on Streamlit: a new web application framework in Python, which is perfect for making data science demos. About the talk As Data Scientists, we often need to quickly prototype ideas and showcase those projects to the business. Yet, Python scripts are not very visually appealing and Powerpoint is not always suitable. You also don’t want to spend weeks setting up that throw-away, unmaintainable Flask application, just for the purpose of showcasing your idea. Fortunately, there’s a solution to all of these…

Spaces Talk #6: Making Demos Great Again

Creating a paradigm shift for bol.com marketing attribution

Ivan Budincevic, on 8-09-2020
Category: Data Science & AI, Development Tags: DataScience Machine Learning Spaces Summit Marketing Attribution

This year at Spaces Summit, the bol.com annual internal IT conference, I presented a talk about the work our team, Team SmartAds, has been doing in creating a new marketing attribution truth for our platform. About the talk How do we verify that we are using our marketing budget effectively? As bol.com, we are spending a considerable amount of our budget on digital marketing. Because of this, we need to be able to allocate this budget in the most effective, data-driven way possible. The four main methods for determining marketing…

Creating a paradigm shift for bol.com marketing attribution

Spaces Talk #1: They took our jobs!

Asparuh Hristov, on 13-07-2020
Category: Blog, Data Science & AI Tags: BigData DataScience Machine Learning Spaces Summit forecast

Spaces Summit is our annual internal bol.com conference for IT, by IT, and friends: Two fun days of inspiration, knowledge sharing, bragging, and community. This year we had our first digital version of the summit. My name is Asparuh Hristov and working as a Data Science Craft Lead in the Forecasting team, I keep encountering people that believe Machine Learning can automate all existing jobs, including Data Science itself. I hope that this talk can bring a bit more of understanding what Data Science is, which steps can be automated…

Improve the customer journey with Intent Recognition and Conversational Analytics

Peter Brouwers, Peter Paul van de Beek, on 23-05-2019
Category: Podcast Tags: DataScience Machine Learning Natural language processing Customer Support Predictive Models Comprehender

In this episode, we talk with Daniel and Emiel, software engineer and product owner in the customer support domain. In this domain, the focus is to help our customers in the best way possible. But what if we can prevent the customer to feel the need to contact bol.com in the first place, they asked themselves. They realized this can be possible using the analyses of the various customer interactions we have via the Chatbot “Billie”, live chat, phone and email. For these analyses, they introduced techniques from the Data…

Improve the customer journey with Intent Recognition and Conversational Analytics

Making Machines Understand You

Daniël Heres, on 7-03-2018
Category: Blog, Data Science & AI Tags: Machine Learning Natural language processing Chatbots Deep Learning Artificial Intelligence

In this post, I will explain how bol.com is going to interpret what the user says using Machine Learning and Natural Language Processing.

Getting organized: cleaning up bol.com with Data Science

Ernst Kuiper, on 20-02-2018
Category: Blog, Data Science & AI Tags: BigData DataScience Machine Learning

Data Science and Machine Learning are becoming more integrated into current businesses. Especially in e-commerce there is huge potential for predictive modeling. It is therefore no surprise that bol.com has given extra focus on significantly expanding its Data Science efforts the coming year. That’s not to say that there aren’t already some interesting Data Science projects running. In this blog post we will take a look at one of the projects I am currently working on with fellow data scientist Joep Janssen: the chunk project.

Getting organized: cleaning up bol.com with Data Science

Image recognition. Deep learning. And cake.

Tuan Luu Dinh, on 4-04-2017
Category: Blog, Development Tags: Machine Learning Image Recognition

It is not easy, but not unachievable. A post on playing around with image recognition, for seeing the possibilities we can do with it. Technical details are kept as low as possible.