PinnedFernando NieuwveldtCreating Feature Engineering Flow Graphs in KerasIn this blog we will look at creating plots while building up our feature engineering flow graph natively with Keras layers. At each step…Sep 2, 2022Sep 2, 2022
PinnedFernando NieuwveldtMigrating an Sklearn model training Pipeline to Tensorflow Keras.In this post we look at ways to migrate an Sklearn training pipeline to Tensorflow Keras. There might be a few reasons to move from Sklearn…Apr 24, 20221Apr 24, 20221
PinnedFernando NieuwveldtFeature Engineering using custom Keras Layers for a complete training and inference pipeline.In a previous post we looked at applying feature engineering with Keras Lambda layers. We also mentioned that Lambda layers have some…Mar 15, 2022Mar 15, 2022
PinnedFernando NieuwveldtFeature Engineering using Keras Lambda Layers for complete training pipeline.Often for structured data problems we end up using multiple libraries for preprocessing or feature engineering. We can go as far as having…Jan 22, 2022Jan 22, 2022
Fernando NieuwveldtThe Keras Functional API: Where Flexibility Meets FunctionalityIn the world of deep learning, designing the right architecture for a neural network can be as much an art as it is a science. As the…Sep 28, 2023Sep 28, 2023
Fernando NieuwveldtA Novel Approach to Designing a Modular ML Lifecycle Framework with Custom Steps and PipelinesStreamlining Machine Learning Development through Reusable, Customizable Steps and PipelinesApr 25, 2023Apr 25, 2023
Fernando NieuwveldtImplementing Sklearn-like Transformers in Keras: A Custom Preprocessing Layer ExampleIn this article we will be looking at implementing a Sklearn-like transformer as a Keras Preprocessing layer. The example transformer will…Apr 22, 20231Apr 22, 20231
Fernando NieuwveldtinTowards AWSBuilding Modular AWS Lambda Deployment Pipelines with Github ActionsIn today’s world of serverless computing, AWS Lambda functions have become an essential tool for developers to build and deploy scalable…Apr 15, 2023Apr 15, 2023
Fernando NieuwveldtBuilding advanced custom Feature transformation Pipelines in Keras using EasyFlow.In this post we will show case how to apply different transformations and preprocessing steps on the same feature. What we have here is an…Jul 21, 2022Jul 21, 2022