by Dr. Subhabaha Pal (Guest Author) | Oct 2, 2023 | General Blogs
Data Augmentation: Bridging the Gap between Limited Data and Powerful Models Introduction: In the era of artificial intelligence and machine learning, data is the fuel that powers the models. The more data we have, the better our models can learn and make accurate...
by Dr. Subhabaha Pal (Guest Author) | Oct 1, 2023 | General Blogs
The Role of Learning Rate in Stochastic Gradient Descent: Finding the Right Balance Introduction: Stochastic Gradient Descent (SGD) is a popular optimization algorithm used in machine learning and deep learning models. It is particularly effective in handling large...
by Dr. Subhabaha Pal (Guest Author) | Oct 1, 2023 | General Blogs
Exploring Regularization Techniques: Lasso, Ridge, and Elastic Net Regularization is a crucial technique in machine learning and statistical modeling that helps prevent overfitting and improves the generalization of models. It achieves this by adding a penalty term to...
by Dr. Subhabaha Pal (Guest Author) | Oct 1, 2023 | General Blogs
From Diversity to Superiority: Understanding the Science Behind Ensemble Learning Keywords: Ensemble Learning, Diversity, Superiority, Classification, Regression, Machine Learning Introduction: In the field of machine learning, ensemble learning has gained significant...
by Dr. Subhabaha Pal (Guest Author) | Oct 1, 2023 | General Blogs
Feature Extraction: Transforming Unstructured Data into Meaningful Information Introduction: In today’s digital age, we are generating vast amounts of data every second. This data comes in various forms, including text, images, audio, and video. However, this...
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