In a project I am working on, I had to push the model trained on a GPU into production. The problem started when I tried to make an inference script for the model and execute it in a CPU-only device to test the script. Habituated to the .to(device) method, I…

One of the most underrated skills any data professional should have when working with strings — RegEx is one of the most powerful text-related skills out there; however, it's equally frustrating to learn. We come across the applications of RegEx, some of its notable uses include syntax highlighting in IDEs, and routing in web applications, among others etc. …

RoadMaps In the last article, Part 1 of this road map, we briefly discussed the starting tools and directions for machine learning. We discussed a simple plan that would help beginners establish a solid foundation. After talking about this, at the end of the article, I said I was running…

Recently, I have worked on an MLOps series, where I briefly discussed the different steps involved in the lifecycle of a Machine learning project. We started with the deployment overview and moved a step back until we reached the process of scoping a project. …

Recently, we have seen a boom in Generative AI-the fantastic responses from ChatGPT, the mind-blowing images from Adobe Firefly, Midjourney and Dall-E, the announcement of "Soundstorm" by Google and also the integration of these services into different search engines and ultimately in day-to-day life is something the large corporations are…

Adversarial ML Discover how to fool CNNs with unexpected images, like a cat that’s actually a goldfish! Learn how to generate adversaries for convolutional neural networks (CNNs) with this informative article. AI has become ubiquitous in our daily lives, with many applications developed to automate manual work. This has inevitably…

Someone trying to start their ML journey would be confused about where to start. There are thousands of roadmaps in the world, some starting from Math, some starting from ML online courses, then backtracking to Math, some directly starting from Deep Learning before everything etc. …

Hello! This is Akhil Theerthala. You might have seen my recent article series on MLOps. In that series, we dive into the lifecycle of a Machine learning project. We take a look at different phases in the lifecycle. …

In our past articles of this series, we have seen many things. We started our journey by looking at the lifecycle of a project. Following this, we got an overview of each phase of the lifecycle. If you have followed this series till now, you should know about the standard…