Specialization Details

Machine Learning

Abbreviation: NMAL

Length of Study: 2 years

Min. Credits: 120

Degree Programme: Information Technology and Artificial Intelligence

Language of Instruction: Czech

Form of Study: full-time

Accredited from: 2019 Accredited till: 2029

Information for applicants

Profile

The specialization focuses on machine learning, which is one of the foundations of modern information technology. Unlike in the past, when most of the code was based on handcrafted decision rules, with machine learning, we only define computational architectures (you have heard of deep neural networks), but their parameters are learned from data. Of course, at FIT, we use and teach about neural networks including their state-of-the-art variants (end-to-end, attention, adversarial, etc.). However, we also pay proper attention the theoretical foundations of machine learning.

Guarantor
Occupational profiles of graduates with examples
  • The graduates have knowledge of theory, technology, processes and skills to the extent allowing independent research and development activities in the areas of machine learning, artificial intelligence and their use for practical applications. Applications are not limited to fields in which FIT is "strong" such as speech, computer vision, or cyber-physical systems, but allows graduates to apply machine learning in any field.
  • The graduates are able to design, create, manage and integrate advanced systems for artificial intelligence and machine learning. This includes understanding of existing machine learning toolkits, writing their own learning algorithms, and integrating with other components of learning IT systems.
  • The graduate has a wide range work opportunities in research laboratories and industrial companies, such as big data mining, finance, trend analysis, speech and text information mining, computer vision and other data-intensive fields. The graduates can also apply their knowledge and skills in the field of game development or analytical departments of large companies, army, police and intelligence services
Extent of the State Final Examinations

Examples of theses
  • Machine Learning Strategies in Electronic Trading
  • Classification of eMail Communication
  • Deep Neural Networks for Historic Text Recognition
  • Word2vec Models with Added Context Information
  • Neural Networks and Genetic Algorithm

Choose academic year and curriculum

1st year of study, winter semester

AbbrvTitleCredDutyComplFa
AVSComputation Systems Architectures5CCr+ExFIT
MSPStatistics and Probability6CCr+ExFME
SUIArtificial Intelligence and Machine Learning5CExFIT
TINTheoretical Computer Science7CCr+ExFIT
UPAData Storage and Preparation5CCr+ExFIT

1st year of study, summer semester

AbbrvTitleCredDutyComplFa
FLPFunctional and Logic Programming5CCr+ExFIT
PRLParallel and Distributed Algorithms5CCr+ExFIT

2nd year of study, winter semester

AbbrvTitleCredDutyComplFa
SEPSemester Project5CClCrFIT
PP2Project Practice 25EClCrFIT

2nd year of study, summer semester

AbbrvTitleCredDutyComplFa
DIPMaster's Thesis13CCrFIT

all years of study, winter semester

AbbrvTitleCredDutyComplFa
BAYaBayesian Models for Machine Learning (in English)5CExFIT
SFCSoft Computing5CCr+ExFIT
SLALinear Algebra6CCr+ExFME
AEUEnglish for Europe3ECr+ExFEEC
AGSAgents and Multiagent Systems5EExFIT
AISInformation Systems Analysis and Design5ECr+ExFIT
BIOBiometric Systems5ECr+ExFIT
BISInformation System Security5ECr+ExFIT
BMSWireless and Mobile Networks5ECr+ExFIT
CCSDesign and Security of Enterprise Networks5EClCrFIT
CZSaDigital Signal Processing (in English)5EExFIT
C1PImplementing Cisco IP Routing (ROUTE)5EClCrFIT
C2PImplementing Cisco IP Switched Networks (SWITCH) *)5EClCrFIT
C3PTroubleshooting and Maintaining Cisco IP Networks (TSHOOT) *)5EClCrFIT
EIPEconomics of Information Products *)5EExFIT
SAVStatic Analysis and Verification5ECr+ExFIT
FCEEnglish: Practical Course of Business Conversation and Presentation3ECrFIT
FIKPhilosophy and the Culture *)3ECrILL
FITHistory and Philosophy of Technology3ECrILL
GALGraph Algorithms5EExFIT
GJAGraphical User Interfaces in Java5ECr+ExFIT
GMUGraphic and Multimedia Processors5ECr+ExFIT
GUXGraphical User Interfaces in X Window System *)5EExFIT
GZNGraphical and Sound Interfaces and Standards5EExFIT
HKOCommunication and Presentation Skills3ECrFIT
HSCHardware/Software Codesign5ECr+ExFIT
HVRLeadership and Time Management3ECrFIT
JA3Conversation through Hot Current Issues3ECr+ExFEEC
MATMathematical Structures in Computer Science *)5EExFME
MOGMolecular Genetics3EExFCH
PBIAdvanced Bioinformatics4EExFIT
PCGParallel Computations on GPU5EExFIT
PCSAdvanced Digital Systems5EExFIT
PDBAdvanced Database Systems5ECr+ExFIT
PDIDistributed Application Environment5EExFIT
PGPaAdvanced Computer Graphics (in English)5EExFIT
PGRComputer Graphics5EExFIT
PKSAdvanced Communication Systems5ECr+ExFIT
POVaComputer Vision (in English)5EExFIT
PRMFundamentals of Law3ECrILL
RETRhetoric3ECrILL
ROBaRobotics (in English)5EExFIT
RTSaReal-Time Systems (in English)5EExFIT
SEMSensors and Measurement5ECr+ExFIT
SINIntelligent Systems5EExFIT
SRIStrategic Management of Information Systems5EExFIT
TAMaApplication Development for Mobile Devices (in English)5EClCrFIT
THEGame Theory5ECr+ExFIT
VINComputer Art5EClCrFIT
VYPaCompiler Construction (in English)5EExFIT
ZPJaNatural Language Processing (in English) *)5EExFIT
ZPXProfessional Practice, Abroad5ECrFIT
ZZNKnowledge Discovery in Databases5ECr+ExFIT

all years of study, summer semester

AbbrvTitleCredDutyComplFa
BINBio-Inspired Computers5CExFIT
SURMachine Learning and Recognition5CExFIT
KNNConvolutional Neural Networks5CClCrFIT
MTIaModern Trends in Informatics (in English)4CClCrFIT
ALGAlgebra5ECr+ExFME
PPPPractical Parallel Programming5ECr+ExFIT
ATAAutomated Testing and Dynamic Analysis5EExFIT
BIFBioinformatics5EExFIT
BZASecure Hardware Devices5EExFIT
CPSaCyber-Physical Systems Design (in English)5EExFIT
CSOaCCNA Cybersecurity Operations (in English)5EClCrFIT
C1PImplementing Cisco IP Routing (ROUTE) *)5EClCrFIT
C2PImplementing Cisco IP Switched Networks (SWITCH)5EClCrFIT
C3PTroubleshooting and Maintaining Cisco IP Networks (TSHOOT) *)5EClCrFIT
DFAaDigital Forensics (in English)5EExFIT
DJADynamic Languages5EExFIT
EVOApplied Evolutionary Algorithms5EExFIT
FIKPhilosophy and the Culture3ECrILL
FITHistory and Philosophy of Technology *)3ECrILL
FVSFunctional Verification of Digital Systems5EExFIT
FYOPhysical Optics5EExFEEC
GISGeographical Information Systems *)5ECr+ExFIT
HKOCommunication and Presentation Skills3ECrFIT
HVRLeadership and Time Management3ECrFIT
JA3Conversation through Hot Current Issues3ECr+ExFEEC
KKOData Coding and Compression5ECr+ExFIT
KRYCryptography5ECr+ExFIT
LOGLogic5ECr+ExFME
MMATMatrices and Tensors Calculus5ECr+ExFEEC
MPRProject Management5ECr+ExFIT
MULMultimedia5EExFIT
NAVDesign of Embedded Systems5EExFIT
NSBProjecting, Administration and Security5ECr+ExFIT
PDSData Communications, Computer Networks and Protocols5EExFIT
MBAModel-Based Analysis5EExFIT
PISAdvanced Information Systems5ECr+ExFIT
PMAProject Manager5EClCrFIT
POSAdvanced Operating Systems *)5EExFIT
PP1Project Practice 15ECrFIT
PRMFundamentals of Law3ECrILL
RETRhetoric3ECrILL
SLOaComplexity (in English)5EExFIT
SNTSimulation Tools and Techniques5ECr+ExFIT
SPPFault Tolerant Systems5ECr+ExFIT
TOIPrinciples and Design of IoT5ECr+ExFIT
UXIaUser Experience and Design of User Interfaces and Services (in English)5EClCrFIT
VGEComputational Geometry5EExFIT
VIZaVisualization and CAD (in English)5EClCrFIT
VNVHigh Performance Computations5EExFIT
VYFComputational Photography5EClCrFIT
WAPInternet Applications5ECr+ExFIT
ZPOImage Processing5EExFIT
ZPXProfessional Practice, Abroad5ECrFIT
ZRESpeech Signal Processing5EExFIT
Course is not open in this academic year
Compl: Course completion: Ex - examination, Cr - credit, ClCr - classified credit, Co - colloquium
Duty: C - compulsory, CEx - compulsory-elective group x, R - recommended, E - elective
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