Machine Learning in Big Data:
Dimensionality Reduction and Classification with a Focus on Image Processing
Description
This course will delve into key aspects of dimensionality reduction and classification within the realm of Big Data, with a particular focus on their real-world utility in image processing.
Outline
Introduction to Big Data and Machine Learning (ML)
Dimension Reduction Fundamentals
Dimension Reduction Methods in Big Data
Classification in Machine Learning
Introduction to image analysis
Specific Applications in Image Processing:
Image segmentation using ML
Semantic segmentation
Image classification
Recommended textbooks
[1] Morabito, Vincenzo. "Big data and analytics." Strategic and organisational impacts (2015). Link Date: 15-Mar-2024
[2] Dumka, A., Ashok, A., Verma, P., & Verma, P. (2020). Advanced Digital Image Processing and Its Applications in Big Data (1st ed.). CRC Press. Preview Link Date: 15-Mar-2024
Resources
Lecture 1