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馃捀 Almost-Free Jupyter Notebooks on Google Cloud!

Google Cloud offers an excellent Jupyter Notebook managed service called Vertex AI Workbench which is relatively pricy. For some cases, I suggest using an old trick that can get you up to a 91% discount: hosting Jupyter Notebooks on Compute Engine Spot Instances using standard templates. This easy solution yields almost the same experience as … Continue reading 馃捀 Almost-Free Jupyter Notebooks on Google Cloud!

What is the best Cloud Jupyter service on Google?

Whether running data analysis or training a simple model there are many reasons choose working on a Jupyter Notebooks service on the cloud. Google's offers thee main Cloud-Notebooks products: Vertex AI Workbench, Colab and Deep Learning VMs. What are the differences between them? Which service is better for industry usage and which is more optimal … Continue reading What is the best Cloud Jupyter service on Google?

Can a couple TensorFlow lines reduce overfitting?

Overfitting causes serious headaches when training ML/DL models. But in this article, you'll see how just a few lines of code can generate data augmentations and boost your model's performance on the validation set. Additionally, you'll learn how to properly measure the effect of data augmentation using MLflow's experiment tracking. To accomplish the above, we'll … Continue reading Can a couple TensorFlow lines reduce overfitting?