PyTorch Lightning is a high-performance framework designed to simplify the process of training deep neural networks. One of its powerful features is the ability to handle multiple train loaders simultaneously. This is particularly useful for scenarios where you have different datasets or want to implement complex training strategies. Understanding Train Loaders A train loader in…
Image Courtesy: Deep Gradient, MediumFrom computer vision to natural language processing deep learning has transformed many different fields. Transformer models are leading this revolution, which is a type of neural network architecture that has outperformed many other tasks with tremendous results. Here, we are going to look into the future roadmap of deep learning and…
In our current era of data science and technology in the world, machine learning has gained a lot of space. Those reflexes can still trap experienced practitioners sometimes which in turn results in faulty models and suboptimal performance. Here, we are going to do a little digging into the most common mistakes when it comes…
Introduction In the healthcare space, big data and machine learning are making strides as well — from how we receive care to preventing diseases quicker and offering a more efficient way for discovering drugs. The five trademarks of an agile enterpriseCollecting data in healthcare is not particularly new, but the enormous amount generated every day…
In the fast moving AI landscape, two profound tools stand out in their capability to revolutionize how we engage with technology — Google Gemini and GPT-4 Documents IO. Unlike usage, both offer sophisticated Natural Language Processing functions but this isn´t there main focus and they excel in different matters. In this post, I am going…