by Dr. Subhabaha Pal (Guest Author) | Sep 29, 2023 | General Blogs
Understanding the Mathematics Behind Stochastic Gradient Descent Introduction Stochastic Gradient Descent (SGD) is a popular optimization algorithm used in machine learning and deep learning. It is widely used for training large-scale models due to its efficiency and...
by Dr. Subhabaha Pal (Guest Author) | Sep 29, 2023 | General Blogs
Regularization: A Must-Have Technique for Reliable Predictive Modeling Introduction: In the field of predictive modeling, the ultimate goal is to develop accurate models that can make reliable predictions on unseen data. However, many predictive models often suffer...
by Dr. Subhabaha Pal (Guest Author) | Sep 29, 2023 | General Blogs
From Theory to Practice: Implementing Support Vector Machines for Real-World Applications Keywords: Support Vector Machines, SVM, machine learning, classification, regression, real-world applications. Introduction: Support Vector Machines (SVM) is a powerful machine...
by Dr. Subhabaha Pal (Guest Author) | Sep 29, 2023 | General Blogs
The Art of Ensemble Learning: Strategies for Building Effective Ensemble Models Introduction: In the field of machine learning, ensemble learning has emerged as a powerful technique for improving the accuracy and robustness of predictive models. Ensemble learning...
by Dr. Subhabaha Pal (Guest Author) | Sep 29, 2023 | General Blogs
Exploring Feature Extraction Methods: A Comparative Analysis Keywords: Feature Extraction, Methods, Comparative Analysis Introduction: Feature extraction is a crucial step in many data analysis and machine learning tasks. It involves reducing the dimensionality of the...
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