by Dr. Subhabaha Pal (Guest Author) | Oct 2, 2023 | General Blogs
The Inner Workings of Stochastic Gradient Descent: Understanding the Algorithm Introduction: Stochastic Gradient Descent (SGD) is a popular optimization algorithm used in machine learning and deep learning. It is widely used in training neural networks due to its...
by Dr. Subhabaha Pal (Guest Author) | Oct 2, 2023 | General Blogs
Regularization: A Must-Have Tool in the Data Scientist’s Toolbox Introduction In the field of data science, where the goal is to extract meaningful insights from vast amounts of data, overfitting is a common challenge. Overfitting occurs when a model performs...
by Dr. Subhabaha Pal (Guest Author) | Oct 2, 2023 | General Blogs
Ensemble Learning: Breaking the Boundaries of Individual Models for Enhanced Performance Introduction: In the world of machine learning, the goal is to create models that can accurately predict outcomes or make informed decisions based on available data....
by Dr. Subhabaha Pal (Guest Author) | Oct 2, 2023 | General Blogs
The Art and Science of Feature Extraction: Uncovering Valuable Signals in Data Introduction: In the world of data analysis and machine learning, the ability to extract meaningful information from raw data is crucial. Feature extraction is a powerful technique that...
by Dr. Subhabaha Pal (Guest Author) | Oct 2, 2023 | General Blogs
Dimensionality Reduction in Big Data: Uncovering Hidden Patterns Introduction In the era of big data, organizations are constantly collecting vast amounts of data from various sources. However, the sheer volume of data can pose challenges when it comes to analysis and...
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