Digital Signal Processing
Mathematical Background
Sequences
Even and Odd Sequences
Signal (Digital and Analog)
Application of DSP
Audio and speech processing
Image and video processing
Radar and sonar
Telecommunications systems
Biomedical engineering systems
Seismology devices
Computer vision and Machine Learning
Concept
Architecture overview
Image processing
2D/3D images
(image types, coordinates)
Convolution Neural Networks
Supervised machine learning
Unsupervised Machine Learning
Reinforcement Learning
Generative AI
Concept
Generative AI and Foundation Models
Generative AI applications
Image Generation
Reading, writting, chating
Training and testing
GAN, DCGAN, VAEs, Autoregressive, LLMs
Generative AI advantages
Business value with generative AI
Natural Language Processing
Concept
NLP Tasks
(Speech recognition, Part of speech tagging, Word sense disambiguation, Named entity recognition, Co-reference resolution, Sentiment analysis, Natural language generation)
NLP Tools and libraries
NLP use cases
Virtual Reality
Smart Manufacturing
Python Programming Language
Data Analysis