Tutor information
Mcebisi Ntleki
Dr Ntleki obtained his DPhil in Oxford on a topic in computational biolinguistics. He has taught courses in mathematics, statistics and statistical programming using medium size and large data sets arising in medical research.
Courses
Deep learning is the dominant machine learning technique underpinning capabilities in robotics, natural language processing, image recognition and video analysis. It enables machines to perform classification tasks at rates more reliable than experts.
Deep learning is the dominant machine learning technique underpinning capabilities in robotics, natural language processing, image recognition and video analysis. It enables machines to perform classification tasks at rates more reliable than experts.
Image captioning combines computer-vision and NLP, thereby comprehending image semantics and natural language. It describes objects in images by using CNN encoder-RNN decoder method, where CNN generates a representation, and RNN a visual description of it
Discover how to detect word regions in images and identify those words using Convolutional Neural Networks (CNN, or ConvNet). The day school will include a case study.
We give a comprehensive description of the most powerful, state-of-the-art, techniques for solving continuous and discrete problems in Numerical Optimisation including: line search; stochastic gradient descent; integer, genetic and quadratic programming.
We give a comprehensive description of the most powerful, state-of-the-art, techniques for solving continuous and discrete problems in Numerical Optimisation including: line search; stochastic gradient descent; integer, genetic and quadratic programming.