Computational Science: Introduction to Artificial Neural Networks and Deep Learning
Course · 7.5 credits
Description
Deep learning and artificial neural networks have in recent years become very popular and led to impressive results for difficult computer science problems such as classifying objects in images, speech recognition and playing Go. This course gives an introduction to artificial neural networks and deep learning, both theoretical and practical knowledge.
Recent development in machine learning have led to a surge of interest in artificial neural networks (ANN). New efficient algorithms and increasingly powerful hardware has made it possible to create very complex and high-performing ANNs. The process of training such complex networks has become known as deep learning and the complex networks are typically called deep neural networks. A possibility that arises in such networks is to feed them with unprocessed or almost unprocessed input information and let the algorithms automatically combine the inputs into feature-like aggregates as part of their inherent structure. This is now known under the name feature learning or representation learning
The overall aim of the course is to give students a basic knowledge of artificial neural networks and deep learning, both theoretical knowledge and how to practically use them for typical problems in machine learning and data mining. The course covers the most common models in artificial neural networks with a focus on the multi-layer perceptron. The course contains two computer exercises where the student will train and evaluate different ANN models.
Course documents
Closed for applications
Application opportunitiesContact
Environmental Science
Visiting address
Sölvegatan 37, 223 62 Lund
Postal address
Sölvegatan 37, 223 62 Lund
Requirements and selection
Entry requirements
Admission to the course requires English 6/B and knowledge equivalent to 90 credits in natural sciences of which at least 45 credits mathematics.
Selection criteria
English language requirements
Most of Lund University’s programmes require English Level 6 (unless otherwise stated under 'Entry requirements'). This is the equivalent of an overall IELTS score of 6.5 or a TOEFL score of 90. There are several ways to prove your English language proficiency – check which proof is accepted at the University Admissions in Sweden website. All students must prove they meet English language requirements by the deadline, in order to be considered for admission.
How to prove your English proficiency – universityadmissions.se
Country-specific requirements
Check if there are any country-specific eligibility rules for you to study Bachelor's or Master's studies in Sweden:
Country-specific requirements for Bachelor's studies – universityadmissions.se
Country-specific requirements for Master's studies – universityadmissions.se
Apply
Start Autumn Semester 2024
Day-time Lund, part time 50%
In English
Study period
4 November 2024 - 8 January 2025
Application
You can only apply for this course in the 'Swedish student' application round. Find out more: Applying for studies – when to apply
Day-time Lund, part time 50%
In English
Study period
4 November 2024 - 8 January 2025
Application
You can only apply for this course in the 'Swedish student' application round. Find out more: Applying for studies – when to apply
How to apply
Lund University uses a national application system run by University Admissions in Sweden. It is only possible to apply during the application periods.
Step 1: Apply online
- Check that you meet the entry requirements of the programme or course you are interested in (refer to the section above on this webpage).
- Start your application – go to the University Admissions in Sweden website where you create an account and select programmes/courses during the application period.
Visit the University Admissions in Sweden website - Rank your programme/course choices in order of preference and submit them before the application deadline.
Step 2: Submit documents
- Read about how to document your eligibility and how to submit your documents at the University Admissions in Sweden website. Follow any country-specific document rules for Master's studies or Bachelor's studies
Country-specific requirements for Bachelor's studies – universityadmissions.se
Country-specific requirements for Master's studies – universityadmissions.se
- Get all your documents ready:
- official transcripts and high school diploma (Bachelor's applicants)
- official transcripts and degree certificate or proof that you are in the final year of your Bachelor's (Master's applicants)
- passport/ID (all applicants) and
- proof of English proficiency (all applicants).
- Prepare programme-specific documents if stated in the next paragraph on this webpage.
- Upload or send all required documents to University Admissions before the document deadline.
- Pay the application fee (if applicable – refer to the section below on this webpage) before the document deadline.
* Note that the process is different if you are applying as an exchange student or as a part of a cooperation programme (such as Erasmus+).
* If you have studied your entire Bachelor's programme in Sweden and all of your academic credits are in Ladok, you do not have to submit transcripts or your diploma when applying for a Master's programme. However, there may still be other documents you need to submit! See the link below.
* Svensk student?
Läs instruktionerna om att söka till ett internationellt masterprogram på lu.se
Tuition fees
Non-EU/EEA citizens
Full programme/course tuition fee: SEK 21 250
First payment: SEK 21 250
Citizens of a country outside of the European Union (EU), the European Economic Area (EEA) and Switzerland are required to pay tuition fees. You pay one instalment of the tuition fee in advance of each semester.
Tuition fees, payments and exemptions
EU/EEA citizens and Switzerland
There are no tuition fees for citizens of the European Union (EU), the European Economic Area (EEA) and Switzerland.
Application fee
If you are required to pay tuition fees, you are generally also required to pay an application fee of SEK 900 when you apply at the University Admissions in Sweden website. You pay one application fee regardless of how many programmes or courses you apply to.
- Paying your application fee – universityadmissions.se
- Exemptions from paying the application fee – universityadmissions.se
- Convert currency – xe.com
*Note that there are no tuition or application fees for exchange students or doctoral/PhD students, regardless of their nationality.
Scholarships & funding
Lund University Global Scholarship programme
The Lund University Global Scholarship programme is a merit-based and selective scholarship targeted at top academic students from countries outside the EU/EEA.
Lund University Global Scholarship
Within the framework of the Lund University Global Scholarship programme, the University also offers the African Research Universities Alliance (ARUA) Scholarship targeted at top academic students from selected African research universities.
Swedish Institute Scholarships
The Swedish Institute offers scholarships to international students applying for studies in Sweden at Master's level.
Scholarship information on the Swedish Institute website
Country-specific scholarships and funding options
Lund University has agreements with scholarship organisations and funding bodies in different countries, which may allow applicants to apply for funding or scholarships in their home countries for their studies at Lund University.