Using machine learning to classify user comments on GOV.UK
...user has left us some comments, but there is not enough information to allow us to classify it as either 'ok' or one of the other classes. Machine learning and...
Search results for machine learning
How we used deep learning to structure GOV.UK’s content
Posted by:
Nicky Zachariou - Head of Data Science (Prisons and Probation), MoJ, Ellie King - Data Scientist, GDS and Felisia Loukou - Data Scientist, GDS, Posted on:
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Categories:
Data insights, Data science, Machine learning, People and Skills
...used supervised machine learning Supervised machine learning is an algorithm that learns patterns from a sample of data that has already been classified, so it can use them to classify...
Civil Service Learning (Course Booking) - Service Assessment
Civil Service Learning (CSL) runs an outsourced learning portal for around 450,000 users. The main provision is to host generic learning products and enable face to face course bookings. It...
When worlds collide: putting data science into production
Posted by:
Karl Baker - Senior Developer, GDS, Posted on:
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Categories:
Data science, Machine learning
...running machine learning The first choice we had to make was how we’d host the node2vec machine learning algorithm. Many cloud providers offer what’s called a virtual machine, which –...
Data science is a team sport
Posted by:
GDS Data Science team, Posted on:
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Categories:
Data science, Machine learning, People and Skills
...of platforms, products and services have developed to the point where machine learning can be applied at scale and shape product roadmaps. Along the way we’ve learned from others in...
Anomaly detection: a machine learning approach
Despite the current overhyped status of the internet of things, real-time and near real-time data is an important topic in both the private and public sectors. Whether the...
Natural Language Processing in government
Posted by:
Matt Dray - Associate Data Scientist, GDS, Posted on:
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Categories:
Data science, Machine learning, Text Analytics
...at identifying patterns in text datasets. On the day, 2 data scientists spoke about their use of unsupervised machine learning to help them. This is when a computer is used...
Getting started with data science
brilliantly clear online textbook. There is also a good CodeAcademy Python course. Machine Learning Data Scientists often use a range of modern statistical techniques called machine learning. It’s extremely important...
The Accelerator grows
...app using Python’s Django library to help his colleagues at the Education Funding Agency prioritise resources. Using machine learning, the app predicts financial and governance risks associated with an Academy...
Data Science Accelerator Programme - project update
...component analysis and correlation analysis with machine learning methods such as decision trees, random forest ensemble models, lasso and ridge regression. This lead to a method of creating risk profiles...