Oxford, United Kingdom
Advanced Artificial Intelligence and Machine Learning: Computer Vision
When:
21 July - 08 August 2025
Credits:
7.5 EC
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Artificial Intelligence
When:
30 June - 18 July 2025
School:
Lady Margaret Hall University of Oxford
Institution:
Lady Margaret Hall, University of Oxford
City:
Oxford
Country:
United Kingdom
Language:
English
Credits:
7.5 EC
Fee:
1360 GBP
In our age of burgeoning smart technology and automation we are already seeing the transformative potential of Artificial Intelligence and Machine Learning in fields as diverse as finance, medicine, and manufacturing. This course offers a hands-on introduction to this future-focused area of research.
You will begin with an introduction to the basics of programming in Python, in particular understanding object-oriented programming and its importance to deep learning. You will quickly proceed to an introduction to artificial intelligence, examining the fundamentals of supervised machine learning, including linear regression, logistic regression, neural networks, and gradient descent. In the second week of the course you will explore image processing, investigating transformations, convolutional filters, and edge detection, before an introduction to convolutional neural networks and some prominent CNN architectures such as VGG and ResNet. In the final part of the course, you will look at the core concepts of natural language processing, including sequence modeling, autoregressive models, and recurrent neural networks.
This intensive course offers both a theoretical introduction to artificial intelligence and machine learning concepts, and an opportunity to put this knowledge into action in solving small-scale practical problems from diverse domains.
This course would suit STEM students in undergraduate or entry-level postgraduate study. Basic knowledge of calculus and linear algebra is required, and some experience of coding is recommended. Prior experience of artificial intelligence, machine learning, or the Python programming language is not required.
By the end of this course, you will:
- Understand theoretical concepts of artificial intelligence and machine learning.
- Know how basic artificial intelligence and machine learning tools are used in practice.
- Know how to implement basic algorithms and train small networks for practical problems.
- Be able to identify and use relevant artificial intelligence and machine learning tools in research.
- Know how to implement and deploy artificial intelligence and machine learning algorithms on Google Cloud.
When:
30 June - 18 July 2025
School:
Lady Margaret Hall University of Oxford
Institution:
Lady Margaret Hall, University of Oxford
Language:
English
Credits:
7.5 EC
Fee:
1360 GBP
For full list of items included in the programme fee, please visit our website.
Oxford, United Kingdom
When:
21 July - 08 August 2025
Credits:
7.5 EC
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Oxford, United Kingdom
When:
21 July - 08 August 2025
Credits:
7.5 EC
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Zagreb and Ĺ ibenik, Croatia
When:
30 June - 25 July 2025
Credits:
10.0 EC
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