Details

Machine Learning

Original title in Czech: Strojové učeníFITAbbreviation: NMALAcad. year: 2023/2024

Programme: Information Technology and Artificial Intelligence

Guarantor

doc. Ing. Lukáš Burget, Ph.D.


Course structure diagram with ECTS credits

1. year of study, winter semester
AbbreviationTitleL.Cr.Com.Compl.Hr. rangeGr.Op.
AVSComputation Systems Architecturescs5CompulsoryCr,ExP - 26 / Cp - 12 / PR - 14yes
MSPStatistics and Probabilitycs6CompulsoryCr,ExP - 26 / S - 4 / COZ - 23 / PR - 16yes
TINTheoretical Computer Sciencecs7CompulsoryCr,ExP - 39 / S - 10 / COZ - 16 / PR - 13yes
UPAData Storage and Preparationcs5CompulsoryCr,ExP - 26 / S - 6 / Cp - 6 / PR - 14yes
SUIArtificial Intelligence and Machine Learningcs5CompulsoryExP - 26 / S - 13 / PR - 13yes
1. year of study, summer semester
AbbreviationTitleL.Cr.Com.Compl.Hr. rangeGr.Op.
FLPFunctional and Logic Programmingcs5CompulsoryCr,ExP - 26 / S - 26 / Cp - 12 / PR - 14yes
PRLParallel and Distributed Algorithmscs5CompulsoryCr,ExP - 39 / PR - 13yes
2. year of study, winter semester
AbbreviationTitleL.Cr.Com.Compl.Hr. rangeGr.Op.
SEPSemester Projectcs, en5CompulsoryGCrPR - 65yes
PP2Project Practice 2cs5ElectiveGCrPR - 52yes
2. year of study, summer semester
AbbreviationTitleL.Cr.Com.Compl.Hr. rangeGr.Op.
DIPMaster's Thesiscs, en13CompulsoryCrPR - 169yes
Any year of study, winter semester
AbbreviationTitleL.Cr.Com.Compl.Hr. rangeGr.Op.
BAYaBayesian Models for Machine Learning (in English)en5CompulsoryExP - 26 / COZ - 13 / PR - 13yes
SLALinear Algebra Ics6CompulsoryCr,ExP - 39 / C1 - 22 / CPP - 4yes
SFCSoft Computingcs5CompulsoryCr,ExP - 26 / PR - 26yes
AGSAgents and Multiagent Systemscs5ElectiveExP - 26 / Cp - 13 / PR - 13yes
AISInformation Systems Analysis and Designcs5ElectiveCr,ExP - 39 / PR - 13yes
JA3Conversation through Hot Current Issuescs, en3ElectiveCr,ExCj - 26yes
FCEEnglish: Practical Course of Business Conversation and Presentationcs, en3ElectiveCrCOZ - 26yes
AEUEnglish for Europecs, en3ElectiveCr,ExCj - 26yes
BMSWireless and Mobile Networkscs5ElectiveCr,ExP - 39 / PR - 13yes
SCOSecure Codingcs5ElectiveCr,ExP - 26 / PR - 26yes
BISInformation System Securitycs5ElectiveCr,ExP - 39 / PR - 13yes
BIOBiometric Systemscs, en5ElectiveCr,ExP - 39 / L - 6 / PR - 7yes
BRIaBrain Computer Interfaceen5ElectiveExP - 26 / L - 8 / PR - 18yes
CZSaDigital Signal Processing (in English)en5ElectiveExP - 26 / COZ - 13 / PR - 13yes
FITHistory and Philosophy of Technologycs2ElectiveCrP - 26yes
EIPEconomics of Information Productscs5ElectiveExP - 26 / COZ - 6 / Cp - 12 / PR - 8no
FIKPhilosophy and the Culturecs2ElectiveCrCOZ - 26yes
GZNGraphical and Sound Interfaces and Standardscs5ElectiveExP - 26 / Cp - 12 / PR - 14yes
GJAGraphical User Interfaces in Javacs, en5ElectiveCr,ExP - 26 / PR - 26yes
GUXGraphical User Interfaces in X Window Systemcs5ElectiveExP - 26 / PR - 26yes
GMUGraphic and Multimedia Processorscs5ElectiveCr,ExP - 26 / Cp - 8 / PR - 18no
GALGraph Algorithmscs, en5ElectiveExP - 39 / PR - 13yes
HSCHardware/Software Codesigncs, en5ElectiveCr,ExP - 39 / PR - 13yes
SINIntelligent Systemscs5ElectiveExP - 26 / PR - 26yes
HKOCommunication and Presentation Skillscs, en3ElectiveCrCOZ - 26yes
HVRLeadership and Time Managementcs, en3ElectiveCrCOZ - 26yes
MATMathematical Structures in Computer Sciencecs, en5ElectiveExP - 39 / COZ - 13no
BC_MOG1Molecular Genetics Ics4ElectiveExP - 26yes
PCGParallel Computations on GPUcs5ElectiveExP - 26 / Cp - 12 / PR - 14yes
PGRComputer Graphicscs, en5ElectiveExP - 39 / Cp - 6 / PR - 7yes
POVaComputer Vision (in English)en5ElectiveExP - 26 / PR - 26yes
PBIAdvanced Bioinformaticscs4ElectiveExP - 20 / Cp - 13 / PR - 6yes
PGPaAdvanced Computer Graphics (in English)en5ElectiveExP - 26 / PR - 26yes
PCSAdvanced Digital Systemscs5ElectiveExP - 26 / Cp - 10 / PR - 16yes
PDBAdvanced Database Systemscs, en5ElectiveCr,ExP - 26 / S - 6 / Cp - 6 / PR - 14yes
PKSaAdvanced Communication Systemsen5ElectiveCr,ExP - 39 / L - 6 / PR - 7no
CCSDesign and Security of Enterprise Networkscs5ElectiveGCrL - 52no
PRMFundamentals of Lawcs2ElectiveCrP - 26yes
PDIDistributed Application Environmentcs, en5ElectiveExP - 26 / Cp - 6 / PR - 20yes
RETRhetoriccs2ElectiveCrP - 26yes
ROBaRobotics (in English)en5ElectiveExP - 26 / L - 12 / PR - 14yes
SEMSensors and Measurementcs5ElectiveCr,ExP - 26 / COZ - 6 / L - 6 / PR - 14yes
CE1CCNP Enterprise: Core Networking (ENCOR)cs5ElectiveGCrL - 52yes
SAVStatic Analysis and Verificationcs5ElectiveCr,ExP - 39 / PR - 13yes
SRIStrategic Management of Information Systemscs5ElectiveExP - 26 / COZ - 2 / Cp - 4 / PR - 20yes
THEGame Theorycs5ElectiveCr,ExP - 26 / PR - 26yes
TAMaApplication Development for Mobile Devices (in English)en5ElectiveGCrP - 26 / PR - 26yes
VYPaCompiler Construction (in English)en5ElectiveExP - 39 / PR - 13yes
VINComputer Artcs5ElectiveGCrP - 26 / PR - 26yes
ZPXProfessional Practice, Abroaden5ElectiveCrPR - 52yes
ZZNKnowledge Discovery in Databasescs5ElectiveCr,ExP - 39 / PR - 13yes
ZPJaNatural Language Processing (in English)en5ElectiveExP - 26 / PR - 26yes
Any year of study, summer semester
AbbreviationTitleL.Cr.Com.Compl.Hr. rangeGr.Op.
BINBio-Inspired Computerscs5CompulsoryExP - 26 / Cp - 8 / PR - 18yes
KNNConvolutional Neural Networkscs5CompulsoryGCrP - 26 / PR - 26yes
MTIaModern Trends in Informatics (in English)en4CompulsoryGCrP - 26 / PR - 13yes
SURMachine Learning and Recognitioncs5CompulsoryExP - 26 / S - 13 / PR - 13yes
MBAModel-Based Analysiscs5ElectiveExP - 26 / Cp - 10 / PR - 16yes
JA3Conversation through Hot Current Issuescs, en3ElectiveCr,ExCj - 26yes
AEUEnglish for Europecs, en3ElectiveCr,ExCj - 26yes
EVOApplied Evolutionary Algorithmscs5ElectiveExP - 26 / Cp - 12 / PR - 14yes
ATAAutomated Testing and Dynamic Analysiscs5ElectiveExP - 26 / PR - 26yes
BZASecure Hardware Devicescs5ElectiveExP - 39 / PR - 13yes
BIFBioinformaticscs5ElectiveExP - 26 / Cp - 12 / PR - 14yes
BDABlockchain and Decentralized Applicationscs5ElectiveCr,ExP - 26 / PR - 26yes
CSOaCCNA Cybersecurity Operations (in English)en5ElectiveGCrP - 26 / L - 26yes
FITHistory and Philosophy of Technologycs2ElectiveCrP - 26yes
DFAaDigital Forensics (in English)en5ElectiveExP - 26 / L - 13 / PR - 13yes
DJADynamic Languagescs5ElectiveExP - 26 / PR - 26no
FIKPhilosophy and the Culturecs2ElectiveCrCOZ - 26yes
FVSFunctional Verification of Digital Systemscs5ElectiveExP - 26 / L - 8 / PR - 18no
FYOPhysical Opticscs, en5ElectiveExP - 26 / COZ - 13 / PR - 13yes
GISGeographical Information Systemscs5ElectiveCr,ExP - 26 / Cp - 10 / PR - 16no
WAPInternet Applicationscs5ElectiveCr,ExP - 39 / PR - 13yes
KKOData Coding and Compressioncs5ElectiveCr,ExP - 26 / PR - 26yes
KRYCryptographycs5ElectiveCr,ExP - 39 / PR - 13yes
LOGLogiccs5ElectiveCr,ExP - 26 / COZ - 26yes
MPRProject Managementcs5ElectiveCr,ExP - 26 / S - 4 / Cp - 2 / PR - 20yes
HKOCommunication and Presentation Skillscs, en3ElectiveCrCOZ - 26yes
HVRLeadership and Time Managementcs, en3ElectiveCrCOZ - 26yes
MPC-MATMatrices and Tensors Calculuscs5ElectiveCr,ExP - 26 / CPP - 18 / PR - 8yes
MULMultimediacs, en5ElectiveExP - 26 / Cp - 13 / PR - 13yes
CPSaCyber-Physical Systems Design (in English)en5ElectiveCr,ExP - 26 / L - 12 / PR - 14yes
NSBProjecting, Administration and Securitycs5ElectiveCr,ExP - 26 / L - 12 / PR - 6yes
NAVDesign of Embedded Systemscs5ElectiveExP - 26 / L - 16 / PR - 10yes
SOAGeneral Algebracs5ElectiveCr,ExP - 26 / C1 - 22 / CPP - 4yes
PISAdvanced Information Systemscs5ElectiveCr,ExP - 39 / PR - 13yes
POSAdvanced Operating Systemscs5ElectiveExP - 39 / PR - 13yes
CE2CCNP Enterprise: Advanced Routing (ENARSI)cs5ElectiveGCrL - 52yes
PPPPractical Parallel Programmingcs5ElectiveCr,ExP - 26 / Cp - 16 / PR - 10yes
PRMFundamentals of Lawcs2ElectiveCrP - 26yes
TOIPrinciples and Design of IoTcs5ElectiveCr,ExP - 26 / L - 8 / PR - 18yes
PP1Project Practice 1cs, en5ElectiveGCrPR - 52yes
PMAProject Managercs5ElectiveGCrP - 26 / COZ - 26yes
PDSData Communications, Computer Networks and Protocolscs, en5ElectiveExP - 39 / COZ - 4 / L - 2 / PR - 26yes
RETRhetoriccs2ElectiveCrP - 26yes
SNTSimulation Tools and Techniquescs5ElectiveCr,ExP - 39 / PR - 13yes
SLOaComplexity (in English)en5ElectiveExP - 26 / PR - 26yes
MPA-SYSSystems Biologyen5ElectiveCr,ExP - 26 / Cp - 26yes
SPPFault Tolerant Systemscs5ElectiveCr,ExP - 26 / PR - 26yes
RTSaReal-Time Systems (in English)en5ElectiveExP - 26 / Cp - 10 / PR - 16yes
UXIaUser Experience and Design of User Interfaces and Services (in English)en5ElectiveGCrP - 16 / COZ - 10 / PR - 26yes
VIZaVisualization and CAD (in English)en5ElectiveGCrP - 26 / Cp - 12 / PR - 14yes
VYFComputational Photographycs5ElectiveGCrP - 26 / PR - 26yes
VGEComputational Geometrycs, en5ElectiveExP - 26 / PR - 26yes
VNVHigh Performance Computationscs, en5ElectiveExP - 26 / Cp - 26yes
ZPXProfessional Practice, Abroaden5ElectiveCrPR - 52yes
ZPOImage Processingcs, en5ElectiveExP - 26 / PR - 26yes
ZRESpeech Signal Processingcs, en5ElectiveExP - 26 / COZ - 2 / Cp - 12 / PR - 12yes