Dec 18, 2025 · 4 min read · We’ve all been there. You spend days tuning hyperparameters and tweaking your architecture, but the loss curve just won’t cooperate. In my experience, the difference between a successful project and a failure is rarely the model architecture. It’s al...
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Aug 29, 2025 · 3 min read · The rise of Generative Artificial Intelligence (AI) marks a significant milestone in the broader field of artificial intelligence and its intersection with data science. Unlike traditional AI systems that focus on classification, prediction, or optim...
Join discussionMay 22, 2025 · 3 min read · A few months ago, I landed a project where I had to build a computer vision model to detect keypoints on images of hand scans. I rolled up my sleeves and did what every diligent machine learning (ML) engineer does: Hyper-parameter tuning - dozens of...
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Mar 29, 2025 · 3 min read · [46] Data Management Cleaning and organizing data takes up 60% of a data scientist's time, according to research. Data Collection Data is available in various forms and files, making it difficult to collect the relevant data in the required format. D...
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Feb 2, 2025 · 11 min read · Data augmentation is a key technique in machine learning to enhance dataset size and diversity by applying transformations like rotation and noise addition, improving model generalization and performance. In Keras, ImageDataGenerator facilitates real...
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Dec 17, 2024 · 3 min read · Introduction Generative AI has emerged as a transformative force within the field of data science, offering innovative solutions for data generation, augmentation, and advanced analytics. As organizations increasingly rely on data-driven insights, th...
Join discussionNov 22, 2024 · 4 min read · Introduction In multilingual societies, it's common for people to blend languages when they speak or write. This phenomenon, known as code-mixing, poses a challenge for natural language processing (NLP), as there often isn't enough data to accurately...
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Oct 18, 2024 · 5 min read · Hey! Are you confident that your data is driving your business decisions effectively? Nowadays, data is the cornerstone of strategic initiatives, the quality and comprehensiveness of your data can significantly influence your success. If your data i...
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Sep 21, 2024 · 8 min read · I recently had the opportunity to attend the NVIDIA Deep Learning Institute (DLI) event hosted by Indian Institute of Information Technology Vadodara (IIITV), where I completed the Fundamentals of Deep Learning course. As someone passionate about bot...
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Jul 27, 2024 · 5 min read · Learning from Less Data: Techniques and Applications Introduction In the age of big data, machine learning models typically need large datasets to perform well. However, gathering and labeling vast amounts of data can be tough and costly. Data-effici...
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