Deep Unsupervised Learning is an exciting emerging area of research in the field of artificial intelligence and machine learning, in which the goal is to develop systems that can...
Deep Unsupervised Learning is an exciting emerging area of research in the field of artificial intelligence and machine learning, in which the goal is to develop systems that can learn from unlabelled data. Such systems closely mimic natural human intelligence by finding patterns in data without instructions on what to look for.
Deep Unsupervised Learning is an exciting emerging area of research in the field of artificial intelligence and machine learning, in which the goal is to develop systems that can learn from unlabelled data. Such systems closely mimic natural human intelligence by finding patterns in data without instructions on what to look for.
The course will begin with an introduction to unsupervised learning and clustering algorithms, before exploring generative adversarial networks and deep generative models. You will examine self-supervised learning, anomaly detection, flow-based models, and unsupervised representation learning. The final part of the course focuses on clustering in high-dimensional spaces, semi-supervised learning, energy-based models, and unsupervised learning for reinforcement.
This intensive course offers theoretical understanding and practical experience with a focus throughout on real-world applications of deep unsupervised learning across various domains, offering career skills as well as excellent foundations for future research.
This course is part of the programme
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A pioneering and historic college of the University of Oxford with its own intellectually-challenging summer school, taught by academics of the University itself.
View ProviderSend an enquiry and we will help confirm sessions, dates, fees and availability.
Apply NowLady Margaret Hall (or ‘LMH’ as it is known to Oxford students) will be your home away from home. Set amongst 13 acres of beautiful gardens and located about 15 minutes’ walk from the lively city centre, LMH students benefit from access to a world-class library as well as gorgeous grounds for a game of croquet with friends, a tennis match on our courts, or even a dreamy punt along the River Cherwell.
When you enrol in our courses at LMH, you will stay on-site in our College accommodation, which is usually occupied by undergraduate students at LMH during term time. All student rooms are located within just a few minutes’ walking distance to everywhere in the college.
You can choose to stay in an en-suite room with private bathroom or a standard room with a shared bathroom, both of which are single occupancy. You will be asked to choose your preferred type of rooms in the application form, but the final allocation will be subject to our real-time room availability. Each room in LMH is comfortably furnished and designed to provide a quiet, personal space for rest and study. This includes a personal desk, ensuring a space for private study throughout your stay. Bedding and towels are provided, with regular servicing from our Housekeeping team, known as ‘Scouts’. Laundry and drying machines are also available on site.
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To participate fully in the programme all students will need to have proficiency in English. Students who are not native English speakers must demonstrate their English proficiency with one of the following: - TOEFL iBT score of 98 - - IELTS score of 7.0 (no less than 6.5 in each component) - Duolingo English Test score of 125 (no less than 115 in each section) - Cambridge English Scale score of 185 If you are taught primarily in English at your home university, we may be able to waive the requirement for an English language proficiency certificate. If this applies to you, please contact us for further information. If you have proof of English language proficiency which is not listed above, but which you would like us to consider, please contact vacation.programmes@lmh.ox.ac.uk.
The Residential Advisors, our team of Oxford University graduate students, are your go-to guides for making new friends, discovering the city, and immersing yourself in the vibrant Oxford student experience.
Lady Margaret Hall offers a coach service between London Heathrow Airport and Lady Margaret Hall on the arrival and departure days included in the Programme Fee.
No, students are required to arrange their own comprehensive travel insurance.
Students on the LMH Oxford Summer Programmes are awarded a Programme certificate and an Academic Transcript detailing their assessed work.
LMH Oxford Summer Programmes are designed to be eligible for academic credit, and many students have successfully earned academic credit by studying on an LMH Summer Programme. As a guide, we recommend the award of 15 CATS / 7.5 ECTS / 4 US Credits for each 3-week course. Lady Margaret Hall will provide a transcript of your assessed work, and can send this directly to your home institution if requested.
You can check the British Government’s guide to find out whether you will need a visa (please select your nationality, “study”, and “less than 6 months”). Upon securing your place you will be issued a Study Visitor Letter which provides information in support of your entry to the UK as a visitor and which you can include with your visitor visa application if required.
