Digital-Thinking
A blog about machine learning and software development
If you ever trained a CNN with keras on your GPU with a lot of images, you might have noticed that the performance is not as good as in tensorflow on comparable tasks. In this post I will show an…
This post is a summary of interesting resources I found in July. Feel free to add additional resources in the comments. Tools: Visualize neural networks with netron Python Profiling with yappi ML Projects: ML driven campaigns for online marketing Hardware:…
Recently, I wrote a post about how to deploy deep learning models into production without the use of additional frameworks. This approach was simplistic and works, but there is also TFX (tensorflow x), which is meant for production use cases….
This post is a summary of interesting resources I found in June. Feel free to add additional resources in the comments. Products AWS Personalize Search Machine Learning-Powered Search Ranking of Airbnb Experiences Computer Vision Robust classification framework Using AI to…
This is a list of resources for ml/ai engineers and data scientists
Understanding customer intent by clicks can improve customer journeys and enhance the overall user experience in eCommerce. An understanding of individual customers allows to customize the online experience in several ways. For example, it is possible to show them additional…
After weeks of training and optimizing a neural net at some point it might be ready for production. Most deep learning projects never reach this point and for the rest it’s time to think about frameworks and technology stack. The…
Since Data Science was proposed as the sexiest job of the 21th century in 2012, a lot of people from all kind if different fields started to move to data science or related machine learning roles. Solving complex problems with…
There is a lot of confusion about return_state in Keras. What does ist actually return and how can we use it for stacking RNNs or encoder/decoder models. Hopefully this post makes it a bit clearer. Cell state vs Hidden state…
This is the last post in the series about machine learning in practice. This time the post will be about productionizing machine learning models. I want to share my experience from several production machine learning systems and show how it…