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…3 min read·Sep 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…5 min read·Apr 24, 2022--1--1
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…3 min read·Mar 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…2 min read·Jan 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…7 min read·Sep 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 Pipelines6 min read·Apr 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…4 min read·Apr 22, 2023--1--1
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…8 min read·Apr 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…2 min read·Jul 21, 2022----