SCHOOL IN
DEEP LEARNING
DEEP LEARNING
Format of study
offline
Language of study
English
Duration
2 weeks
July 13−26, 2026
July 13−26, 2026
Results
Practical deep learning through hands-on implementation and experimentation.
3 ECTS, official ITMO certificate
3 ECTS, official ITMO certificate
Application deadline
April 20, 2026
Fees
47,000 RUB
Program description
The course focuses on understanding how modern neural networks are trained, why they fail, and how to improve their performance on real-world datasets.
Unlike introductory machine learning courses, the module concentrates on engineering aspects of deep learning: training stability, generalization, transfer learning and working with limited data. Students implement models in PyTorch, analyze training behavior, debug neural networks, and apply convolutional architectures to applied problems.
Unlike introductory machine learning courses, the module concentrates on engineering aspects of deep learning: training stability, generalization, transfer learning and working with limited data. Students implement models in PyTorch, analyze training behavior, debug neural networks, and apply convolutional architectures to applied problems.
What you get
-
Official ITMO certificate, 3 ECTS -
Ability to write simple scripts and programs on Python -
Knowledge of basic programming concepts -
Assistance from experienced teachers during practical classes
Schedule
Learning outcomes
Upon completion of the module students will be able to:
- implement neural networks using PyTorch
- train and debug deep learning models
- detect and fix overfitting and training instability
- apply transfer learning to small datasets
- design and conduct deep learning experiments
- adapt pretrained models to applied tasks
- present and defend a technical project in deep learning
Who can apply?
- Applicants should be proficient in the English language (B1 and higher)
- Participants are expected to have:
- basic knowledge of machine learning concepts (classification, regression, model evaluation)
- proficiency in Python programming
- experience working with NumPy/Pandas or similar data processing tools
- basic understanding of linear algebra and probability
School fees include:
- Registration
- Tuition
- Tour of St. Petersburg
- All taxes
- Study materials
Application documents
- A scanned copy of your passport (ID)
- Scanned copies of your higher education documents (student ID + transcript of records or diploma)
- CV
Why choose ITMO?
-
#7 in the ranking of the best Russian universities by Forbes Russia
- Ranked #152 in the QS subject ranking Computer Science & Information Systems
- The only Russian university in the ARWU subject ranking Automation & Control (#101−150)
- A+ in the AI Alliance ranking of universities by quality of training in the field of AI
- Winner of ICPC, AI Journey Contest, Google Image Matching Challenge, Topcoder Open, and more
- 45+ partner universities around the world
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FAQ
A scanned copy of the identity document is required for the following purposes:
a. To check if the student is underage. In case the student is under 18 years old, we will require an ID of their legal representative.
b. To compile a study contract that contains the full name of the student and their ID details.
c. To bill the student and receive payment.
d. To issue a school completion certificate and award ECTS credits.
a. To check if the student is underage. In case the student is under 18 years old, we will require an ID of their legal representative.
b. To compile a study contract that contains the full name of the student and their ID details.
c. To bill the student and receive payment.
d. To issue a school completion certificate and award ECTS credits.
You can submit your national ID instead.
Some summer schools at ITMO are offered for free. Unfortunately, there are no discounts or waivers for fee-based schools.
All ITMO schools are held on campus by default. Some may also be conducted online. Visit a school’s page for additional information.
Unfortunately, ITMO Dormitories are not available for the summer and winter breaks, therefore, summer and winter school students are offered to stay in our partner accommodations:
Absolutely! Once we confirm your participation and receive payment for the school, you will be assigned an ITMO Buddy who will help you with your arrival, airport pick-up, check-in, as well as orientation in St. Petersburg and ITMO.
We did our best to collect all the needed information in this article. Follow the link and learn more about typical prices on groceries, SIM card, transportation, and delivery services.
Yes, once the school fees are paid, you will receive your visa invitation letter if your studies are held on campus. The visa invitation letter is granted for the period of 3 days before and 3 days after the school’s official dates.
We organize a cultural event every weekend during summer and winter schools. You will enjoy a guided tour around the best St. Petersburg sites and participate in an entertaining quest in the historical center of the city.