Building an Agentic CI/CD Pipeline with Amazon Bedrock, GitLab CI, and AWS CDKMar 21, 2026·7 min read·50
Building a Air Quality Forecasting Pipeline with a Feature StoreIn this blog, we will use a real example to demonstrate how MLOps can be implemented using GitHub Actions. While this example highlights the importance of MLOps, please note that we are not deploying Oct 15, 2026·9 min read
Implementing a ResNet-34 CNN Using PyTorchA while ago, I authored an article Implementing ResNet CNN that provided a detailed explanation of ResNet Convolutional Neural Networks (CNN) along with an implementation using TensorFlow. In this upcoming article, we will take a closer look at ResNe...Jan 29, 2026·7 min read·46
Deep learning using Pytorch on Images datasetThe CIFAR-10 dataset is a widely used collection of images in the field of machine learning. It consists of 60,000 32x32 color images categorized into 10 different classes, with each class containing 6,000 images. These classes include airplanes, aut...Jan 28, 2026·9 min read·17
Convolutional Neural NetworkA convolutional neural network (CNN) is an advanced deep learning architecture designed for the identification and classification of images. In addition to image recognition, CNNs are utilized for object detection within images, audio classification,...Jan 27, 2026·5 min read·35
Deep Learning ExplainedIn the realm of popular neural network architectures, a diverse array of layer types is employed, each serving a distinct purpose. In this blog, we will delve into one of the most fundamental components: the linear layer. This layer is characterized ...Jan 17, 2026·8 min read·40
Importance of dot product in machine learningIn the most basic type of machine learning model, the output is calculated by taking a weighted sum of the input features. Each input is multiplied by a corresponding weight that represents its importance in the model. Once this weighted sum is obtai...Jan 11, 2026·5 min read·30
Algorithms in Amazon SageMaker AIAmazon SageMaker AI is a fully managed machine learning service provided by AWS that enables developers and data scientists to build, train, and deploy machine learning models at scale. Amazon SageMaker AI is a cloud-based platform that simplifies th...Oct 10, 2025·17 min read·48
