- History and Motivation of Learning Models
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Hybrid Data
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Deep Learning Concepts (DL)
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Role of Data Analytics in DL
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Various modelling approaches for deep learning
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Introduction to Convolutions, Convnet
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Introduction to different CNN architectures- AlexNet, VGG-16, Resnet-50 for transfer learning
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Handon - Image Classification Model-Gender and age prediction with IMDB gender and age dataset
- Hyperparameter Optimization for CNN model and model evaluation techniques