Through predictive text, translation tools, and smart devices natural language processing (NLP) is increasingly a part of our day-to-day lives, and in large language models like...

Through predictive text, translation tools, and smart devices natural language processing (NLP) is increasingly a part of our day-to-day lives, and in large language models like Chat-GPT we see the enormous future potential of this exciting area of research. This advanced course examines the theoretical concepts of NLP and its current and potential future application in diverse domains.
Through predictive text, translation tools, and smart devices natural language processing (NLP) is increasingly a part of our day-to-day lives, and in large language models like Chat-GPT we see the enormous future potential of this exciting area of research. This advanced course examines the theoretical concepts of NLP and its current and potential future application in diverse domains.
The course begins with an introduction to attention mechanisms, examining self-attention, transformers, and byte pair encoding, before turning to large language models (LLMs) and natural language generation, exploring how they use prompting and reinforcement learning with human feedback. You will look closely at the varied applications of NLP and LLMs in particular, such as question answering, translation, and code generation. In the final part of the course you will discover how language and vision can interact in applications such as video captioning or text to image generation, before looking to the future of NLP research and considering the limitations, biases, ethical concerns, and potential misuses of NLP.
This intensive course offers students theoretical understanding and practical experience in a range of natural language processing concepts and techniques, offering career skills as well as excellent foundations for future research.

This course is part of the programme
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Lady 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.