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Deep Neural Networks
- Optimization methods like Regularization, Mini-batch GD, and Learning Rate Decay and Scheduling
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Computer Vision
- Residual Networks Implementation
- Car detection in Autonomous Driving using YOLO model
- Image Segmentation using UNet_v2
- Face Recognition model using triplet loss function.
- Transfer Learning using MobileNet_v1
- Art Generation using Neural Style Transfer
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Natural Language Processing
- Dinosaurus Island Character level language model
- Music synthesis (i.e., Jazz solo) with an LSTM network
- Emoji suggester based on the text
- Neural Machine Translation using attention model
- Trigger word detection in speech recognition (i.e., Alexa, Hey Google, Hey Siri)
- Transformer Networks
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