Artificial Intelligence And Machine Learning: Theory And Practice

Course Details

This course teaches the basic concepts of machine learning and artificial intelligence in a hands-on manner. Students only need basic knowledge of calculus and linear algebra. The course starts with an introduction to Python and the theoretical foundations of ML and AI. Students will work on linear regression and implement stochastic gradient descent using TensorFlow and PyTorch. They will also learn about neural networks, Convolutional Neural Networks, and handle forward and backward passes during training. Finally, they will work on solving practical problems of ML and AI from diverse domains.

1. Accommodation provided at Lady Margaret Hall College during the course

2. Breakfast, lunch, and dinner will be provided on teaching days

3. Graduation Formal Hall on the final evening with a special banquet in the Dining Hall

1. LMH Summer Programmes are created and taught by skilled academics and specialists from Lady Margaret Hall and University of Oxford

2.The courses are delivered using the Oxford teaching approach which highlights personalised small-group learning

3.The programme includes a range of class formats such as lectures, seminars, and tutorials

Resident Advisers are available to help you get to know other students and explore the cityand ensure that you can have an authentic experience of life as an Oxford college student



Fees from:


Typical duration:

3 Weeks


25th June - 15th July / 6th - 26th August

Age Range:


Testimonials from our students

The best lesson I have had so far was at the beginning of the course when we studied Game Theory, and when we did presentations in class about shops or platforms that we had to imagine ourselves.

Portrait of a client

The best thing about the Medicine course was the interactivity of the lectures. My tutor was really interested in the subject, so I always felt like I could go up to her and ask her questions, whether they were about what we were learning or about other areas of biotechnology.

Taylor Johnson

The course gave me an insight into how to make arguments in support of or against certain positions which is useful in law and the tutor assisted me in how to structure these arguments. I've enjoyed the company of having a roommate and that you make so many new friends.

Member 4
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