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Guides
The MLOps Tools Guide for GCP
Choose the right MLOps tools for your Machine Learning model.
With the rise of MLOps, the market for machine learning platforms is also growing rapidl...
Vertex AI
Insights
What is Propensity Scoring and Why Should You be Using it?
When it comes to marketing, reaching the right people with the right message at the right time is the ultimate goal for any data-driven business. In...
Retail
Press releases
Datatonic Open Sources ‘Data Orchestration Platform’
7th April 2021
Data Orchestration is a relatively new concept referring to a set of technologies that takes data from multiple sources, combi...
dbt
Insights
TonicTalk with Sky: Your Questions Answered!
How do organisations make personalisation a reality? Why is realising you’re at “Level 0” Tactical AI (i.e. highly manual and disjointed ML processe...
MLOps
Insights
Drilling into the Details: Multiple Drill-downs in Looker
When reporting on key metrics in a business, one of the most common questions that clients ask us is: how can we gain further insight into a specifi...
Looker
Insights
MLOps Tools Part 5: BigQuery + Memorystore vs. FEAST for Feature Store
Welcome to the last post of our blog series on MLOps on Google Cloud!
In previous weeks, we have released blogs covering Data Transformation,...
BigQuery
Insights
MLOps Tools Part 4: Cloud Monitoring vs. Grafana for Monitoring ML Systems
In our previous blogs, we have covered key areas of MLOps and seen tools go head-to-head for Data Transformation (Tensorflow Transform vs. BigQuery)...
MLOps
Insights
MLOps Tools Part 3: Cloud Functions vs. Cloud Run for Model Serving
Part one and two of our MLOps tools series gave you an insight into data transformation tools ( TensorFlow Transform vs. BigQuery) and orchestration...
MLOps
Insights
MLOps Tools Part 2: Kubeflow Pipelines vs. Cloud Composer for Orchestration
In part one of our MLOps Tools series, Aman compared TensorFlow Transform with BigQuery for data transformation. If you missed it, make sure you che...
Vertex AI
Insights
MLOps Tools Part 1: TensorFlow Transform vs. BigQuery for Data Transformation
Deploying a Machine Learning model in production can be challenging. So challenging, in fact, that 87% of data science projects don’t even make it t...
BigQuery
Insights
Bias and Fairness Part 2: Measuring Fairness in Machine Learning
This is the second part of our ‘Bias and Fairness in Data and Machine Learning’ blogpost series. For an informative overview sprinkled with indi...
Responsible AI
Guides
The 2021 Guide to MLOps
Make AI workloads faster, scalable, and more efficient with MLOps.
Read our MLOps guide to find out how exciting and fast-evolving field of MLOps can ...