Programme-specific admission requirements
Applicants to the programme must meet the general eligibility and language requirements that are common to all Master's programmes in the field of science and technology.
Admission criteria to the programme is a high quality Bachelor’s degree in computer science, software engineering, communications engineering, or electrical engineering. Excellent candidates with degrees in other fields such as information systems, engineering, natural sciences, mathematics or physics will be considered if they have sufficient studies and proven skills and knowledge in the required areas.
Required background for the Machine Learning, Data Science and Artificial Intelligence (Macadamia) major includes sufficient skills in
- mathematics (particularly important are linear algebra, calculus, probability theory, statistics, and discrete mathematics)
- computer science (in particular good programming skills, data structures and algorithms. Also other courses, such as: data bases, theory of computing, computer networks, software engineering)
Knowledge of the following areas is considered an advantage:
- additional knowledge of mathematical methods (important)
- stochastic methods, advanced probability theory and statistics
- artificial intelligence, machine learning, and data mining
- computational modelling and data analysis
- signal processing
- big data applications
The student selection process is competitive and the best applicants are selected according to the following evaluation criteria:
- Content of the previous degree(s)
- Study success: grades achieved and pace of studies
- Recognition and quality of the applicant’s home university
- Motivation and commitment to studies in the programme
- Other relevant achievements (work experience, publications, Junction Hackathon competition or other programming competition wins, etc.)
- Language proficiency
During the evaluation of eligible applications, the applicants’ previous study success and contents of the previous degree(s) are checked first. Only the applications who pass this preliminary evaluation will be evaluated against the full set of criteria listed above.
The applicant’s study success will be evaluated based on the grade point average (GPA) and results in key courses. Very good previous study success is expected. This means that the applicant has consistently achieved the best grades throughout the degree studies (very high weighted average grade or GPA). The recognition of the applicant’s home university affects the final interpretation of the academic performance.
The minimum GPA for applicants from Finnish universities of applied science is 4.0. Applicants with GPA below the limit cannot be admitted unless they have other exceptional qualifications. Programme’s courses or equivalent courses completed in open university or as non-degree studies with excellent grades may support the application.
The contents of the applicant’s previous degree(s) are evaluated based on the courses available on the official transcript of records and the course descriptions submitted. The applicant is expected to have completed sufficiently studies in the major-specific subject areas (see above). Relevant work experience, professional certificates and/or online courses are judged case-by-case, but they do not, in general, compensate for the university level studies that include also the theoretical foundations of the required subjects.
In the final phase of the academic evaluation, the applicants who passed the preliminary evaluation, are ranked and the best applicants are selected. The programme does not have a minimum quota to be fulfilled, and not all eligible applicants will necessarily be admitted.
Studies in the Master’s programme should provide genuinely new knowledge for the applicant. If the applicant already has a Master’s degree, the motivation letter should clearly indicate why another Master’s degree is necessary. In most cases, non-degree or e.g. open university studies are recommended instead of degree studies to complement the earlier degree or to improve one’s professional skills. If the applicant already has a valid study right at Aalto University leading to a Master's degree in the admission target in question, the applicant cannot be readmitted without special reasons.
Required application documents
In addition to the compulsory application documents, applicants to the programme are requested to provide the following study-option-specific documents:
- Curriculum Vitae (CV)*
- Motivation letter*
- The motivation letter should be written in English. The maximum length of the motivation letter is about 4000 characters. There are no specific instructions for the content of the motivation letter except for the general advise that you should write a separate motivation letter for each study option you apply to.
- At least one original recommendation letter (preferably academic)
- You can upload the recommendation letter(s) to your online application form. There are no specific instructions for their content.
*) The lack of these documents will adversely affect the evaluation of your application.
In addition, these additional study-option-specific documents add value to your application:
- Course descriptions of courses taken in relevant subject areas (see the subject lists above)
- You can either copy the course descriptions from the university website or study guide or summarize them yourself. A list of most important topics covered will suffice.
- Work certificates and certificates of other relevant achievements
- Copies of any publications
- Official transcript of records for other university studies which are not included in the mandatory part of the application
- With documents related to degree studies, follow these instructions. With other higher education studies (e.g. open university or other non-degree), upload the documents to your application as part of the study-option-specific documents.
- GRE or GMAT test results, if available
- Please upload the test result to your study-option-specific documents.
The application should explain the full educational history of the applicant.
General instructions on study-option-specific documents
All additional application documents described above should preferably be submitted in English. If some other language than English, Finnish or Swedish is used in them, the applicant must provide precise, word-for-word translations of them.
Upload the documents to your online application form in pdf-format. Name the file(s) according to format: Name of the document-Lastname-Firstname (e.g. CV-Lastname-Firstname.pdf). Maximum file size is 1.0 GB.
The study-option-specific documents must be uploaded for each study option separately, even if you use the same document (e.g. CV). Please check carefully the study-option-specific document requirements for each study option you apply to.
The deadline for the study-option-specific application documents to be uploaded to your application form is 10 January 2020 at 15:00 (GMT +2).