Knowledge is power. Take a look at our latest insights on all things data + AI.
Insights
Sampling Methods within TensorFlow Input Functions
Many real-world machine learning applications require generative or reductive sampling of data. At training time this may be to deal with class imbala...
Insights
Building a BQML Linear Model with Looker Using Public Data
Author: Christelle Xu, Business Analyst
In my last article I introduced you to BQML and its implementation and integration with Looker. My goal this t...
Looker
Insights
Machine Learning for Predictive Maintenance – Part 1
Author: Thomas Gaddy, Data Scientist
The last few years have seen an explosion in interest in predictive maintenance. But what is predictive maintenan...
Vertex AI
Insights
Machine Learning Optimisation: What is the Best Hardware on GCP?
Optimisation of Machine Learning pipelines and hardware is a key component of our work here at Datatonic.
A Machine Learning pipeline is generally de...
MLOps
Insights
Implementing Your First BQML Algorithm in Looker
Author: Christelle Xu, Business Analyst
Leveraging BQML in tandem with Looker’s semantic layer to build, visualise, and deliver powerful predictions
A...
Looker
Insights
Celebrating Dataset Diversity in Recommender Systems
Dataset diversity
You’ve doubtless come across recommenders before. You’ll certainly have been on the receiving end of a few. The question is, what do...
Insights
Propensity Modelling at Scale using TensorFlow Estimators and Cloud AI Platform
Discover what a typical Machine Learning pipeline looks like for Propensity Modelling on Google Cloud Platform, using TensorFlow as our framework of c...
Insights
Joining CSV Data In Apache Beam
This article describes how we built a generic solution to perform joins of CSV data in Apache Beam. Typically in Apache Beam, joins are not straightfo...
Insights
How to Efficiently Grow Your All-Around ML Capability, from R&D to Production!
The discipline around providing infrastructure and best practices in machine learning, MLOps, is starting to take shape and is reminiscent of the earl...
BigQuery
Press releases
Datatonic Wins Google Cloud EMEA Services Partner of the Year Award
London, 9 April 2019 — Datatonic today announced that it has received the 2018 Google Cloud EMEA Services Partner of the Year award. This award was pr...
Insights
Helping MandM Direct Select the Right Audience for Google Ads Campaigns
In the digital world, online companies must embrace data and analytics to ensure their media spend is competitive. Whilst Google Analytics and Adwords...
BigQuery
Insights
Extracting Features from Free Form Text
Experts estimate that 80-90% of data in organisations is unstructured, and the amount of unstructured data such as free-form text, images, audio and v...