Advanced Artificial Intelligence and Machine Learning: Natural Language Processing

Advanced Artificial Intelligence and Machine Learning: Natural Language Processing summer course in Oxford, by LMH Summer Programmes.

Key Details
  • Available
    Available from: 15th July 2024 to 2nd August 2024
  • Provider
    Provider: LMH Summer Programmes
  • Ages
    Ages: 19+
  • Fees
    Fees: £3,980 / 3 Weeks

Course Summary

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.

Download the 2024 Prospectus

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Course Highlights

  • Live and study in Lady Margaret Hall, one of Oxford's finest colleges
  • Learn from experienced academics using the tutorial system
  • Enjoy meals in hall, experiencing life as an Oxford student
  • Gain new skills to take you further in your future academic or professional career.
What's Included?
  • All tuition, including lectures, seminars, and tutorials
  • Assessment, transcript of academic performance, and certificate
  • A co-curricular programme of skills workshops and guest speakers
  • Access to the Lady Margaret Hall College Library
  • Bed & Breakfast accommodation in a single bedroom with private bathroom throughout your programme
  • Lunch and dinner in the College Dining Hall Monday to Friday
  • A full Social & Cultural Programme, including two excursions to other English cities per three-week programme session
  • A high-quality printed class photograph
  • Formal Graduation banquet
Accommodation

You will stay in College accommodation onsite at Lady Margaret Hall, in en suite bedrooms normally occupied by our undergraduate students during term time.

You will eat breakfast each day in the Dining Hall, and lunch and dinner will also be provided in College on each of your teaching days. On the final evening of the course there is a Graduation Formal Hall, when students dress up in their finest outfits for a special banquet served in the Dining Hall.

Tuition

Teaching:

LMH Summer Programmes are designed and delivered by experienced academics from Lady Margaret Hall and across the University of Oxford, and are taught using the Oxford teaching model, which emphasises personalised small-group learning.

In a series of thought-provoking lectures and lively seminar discussions you will learn about cutting-edge research, expand your core knowledge, and explore new ideas and concepts among peers with diverse international perspectives and academic backgrounds.

Tutorials, the conclusion of each week’s study, are an intellectual thrill. They are a unique opportunity for focused and personalised attention from an expert academic and a space for enthusiastic debate of important ideas. Alongside no more than two to three other students, you will present and discuss your work, accept constructive criticism, and engage with the ideas of your fellow students. These rigorous academic discussions help develop and facilitate learning in a way that cannot be done with lectures alone.

Assessment:

On a three-week LMH Summer Programme students produce one piece of assessed work every week, which is submitted to the tutor and then discussed in a tutorial. At the end of each week you will receive a percentage grade for your submitted work. Each week’s work counts for a third of your final percentage grade, so your final grade is an average of the mark received for each piece of work. Students who stay for six or nine weeks will receive a separate grade for each 3-week course.

Academic Credit:

Lady Margaret Hall will provide a transcript of your assessed work, and can send this directly to your home institution if required. LMH Summer Programmes are designed to be eligible for academic credit, and we will communicate with your home institution to facilitate this as needed. As a guide, we recommend the award of 15 CATS / 7.5 ECTS / 4 US Credits for each 3-week course.

Extracurricular Activities

Would you like to join a pub quiz, visit a medieval castle, or go punting on the river? Our team of Residential Advisors are here to help you get to know other students, explore the city, and have an authentic experience of life as a student at an Oxford college.

Key Details
  • Available
    Available from: 15th July 2024 to 2nd August 2024
  • Provider: LMH Summer Programmes
  • Ages: 19+
  • Fees: £3,980 / 3 Weeks

Start Application

A pioneering and historic college of the University of Oxford with its own intellectually challenging summer school.

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LMH Summer Programmes