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Doctoral

Doctor of Philosophy with a major in Machine Learning

Georgia Institute of Technology College of Engineering 125 courses

About This Program

The Doctor of Philosophy with a major in Machine Learning program has the following principal objectives, each of which supports an aspect of the Institute’s mission:

Degree Requirements

Courses Named in the Requirements

The catalog writes these requirements as text. These are the courses it names; the program description explains how they count.

Code Course Title Credits
ECE 7750 Mathematical Foundations of Machine Learning 3
ISYE 7750 Mathematical Foundations of Machine Learning 3
CS 7750 Mathematical Foundations of Machine Learning 3
CSE 7750 Mathematical Foundations of Machine Learning 3
ISYE 6412 Theoretical Statistics 3
ECE 7751 Probabilistic Graphical Models in Machine Learning 3
ISYE 7751 Probabilistic Graphical Models in Machine Learning 3
CS 7751 Probabilistic Graphical Models in Machine Learning 3
CSE 7751 Probabilistic Graphical Models in Machine Learning 3
MATH 7251 High-dimensional probability 3
MATH 7252 High-dimensional statistics 3
CS 7545 Theoretical Foundations of Machine Learning 3
CS 7616 Pattern Recognition 3
CSE 6740 Computational Data Analysis: Learning, Mining, and Computation 3
ISYE 6740 Computational Data Analysis: Learning, Mining, and Computation 3
ECE 6254 Statistical Machine Learning 3
ECE 6273 Methods of Pattern Recognition with Application to Voice 3
ECE 8823 Special Topics 3
ISYE 6661 Linear Optimization 3
ISYE 6663 Nonlinear Optimization 3
ISYE 7683 Advanced Nonlinear Programming 3
AE 6505 Random Processes and Kalman Filtering 3
AE 8803 Special Topics 3
BMED 6700 Biostatistics 3
ECE 6558 Stochastic Systems 3
ECE 6601 Random Processes 3
ECE 6605 Information Theory 3
ISYE 6402 Time Series Analysis 3
ISYE 6404 Nonparametric Data Analysis 3
ISYE 6413 Design and Analysis of Experiments 3
ISYE 6414 Statistical Modeling and Regression Analysis 3
ISYE 6416 Computational Statistics 3
ISYE 6420 Introduction to Theory and Practice of Bayesian Statistics 3
ISYE 6761 Stochastic Processes I 3
ISYE 6762 Stochastic Processes II 3
ISYE 7400 Advanced Design of Experiments 3
ISYE 7401 Advanced Statistical Modeling 3
ISYE 7405 Multivariate Data Analysis 3
ISYE 8803 Special Topics 3
ISYE 8813 Special Topics in Operations Research 3
MATH 6221 Probability Theory for Scientists and Engineers 3
MATH 6266 Linear Statistical Models 3
MATH 6267 Multivariate Statistical Analysis 3
MATH 7244 Stochastic Processes and Stochastic Calculus I 3
MATH 7245 Stochastic Processes and Stochastic Calculus II 3
CS 7280 Network Science: Methods and Applications 3
CS 7510 Graph Algorithms 3
CS 7520 Approximation Algorithms 3
CS 7530 Randomized Algorithms 3
CS 7535 Markov Chain Monte Carlo Algorithms 3
CS 7540 Spectral Algorithms and Representations 3
CS 8803 Special Topics 3
ECE 6283 Harmonic Analysis for Signal Processing 3
ECE 6555 Optimal Estimation 3
ISYE 7682 Convexity 3
MATH 6112 Advanced Linear Algebra 3
MATH 6241 Probability I 3
MATH 6262 Advanced Statistical Inference I 3
MATH 6263 Testing Statistical Hypotheses 3
MATH 6580 Hilbert Spaces for Scientists and Engineers 3
MATH 7338 Functional Analysis 3
MATH 7586 MATH 7586
AE 6373 Advanced Design Methods I 4
BMED 6780 Medical Image Processing 3
BMED 6790 Information Processing Models in Neural Systems 3
ECE 6790 Information Processing Models in Neural Systems 3
BMED 7610 Quantitative Neuroscience 3
BMED 8813 Special Topics 3
BMED 8823 Special Topics
CHBE 6745 Data Analytics for Chemical Engineers 3
CHBE 6746 Data-Driven Process Systems Engineering 3
CS 6440 Introduction to Health Informatics 3
CS 6465 Computational Journalism 3
CS 6471 Computational Social Science 3
CS 6474 Social Computing 3
CS 6475 Computational Photography 3
CS 6476 Introduction to Computer Vision GR 3
CS 6601 Artificial Intelligence 3
CS 7450 Information Visualization 3
CS 7476 Advanced Computer Vision 3
CS 7630 Autonomous Robotics 3
CS 7632 Game Artificial Intelligence 3
CS 7636 Computational Perception 3
CS 7643 Deep Learning 3
CS 7646 Machine Learning for Trading 3
CS 7647 Machine Learning with Limited Supervision 3
CS 7650 Natural Language 3
CSE 6141 Massive Graph Analysis 3
CSE 6240 Web Search and Text Mining 3
CSE 6242 Data and Visual Analytics 3
CSE 6301 Algorithms for Bioinformatics and Computational Biology 3
ECE 4580 Computational Computer Vision 3
ECE 6255 Digital Processing of Speech Signals 3
ECE 6258 Digital Image Processing 3
ECE 6260 Data Compression and Modeling 3
ECE 6550 Linear Systems and Controls 3
ECE 8813 Special Topics 3
ISYE 6421 Biostatistics 3
ISYE 6810 Systems Monitoring and Prognostics 3
ISYE 7201 Production and Service Systems Engineering 3
ISYE 7204 Informatics in Production & Service Systems 3
ISYE 7203 Logistics Systems Engineering 3
HS 6000 Introduction to Healthcare Delivery 3
MATH 6759 Stochastic Processes in Finance I 3
MATH 6783 Statistical Techniques of Financial Data Analysis 3
CS 6515 Introduction to Graduate Algorithms 3
CS 6550 Design and Analysis of Algorithms 3
CSE 6140 Computational Science and Engineering Algorithms 3
CSE 6643 Numerical Linear Algebra 3
CSE 6644 Iterative Methods for Systems of Equations 3
CSE 6710 CSE 6710
CSE 6711 CSE 6711
ECE 6553 Optimal Control and Optimization 3
ISYE 6644 Simulation 3
ISYE 6645 Monte Carlo Methods 3
ISYE 6662 Discrete Optimization 3
ISYE 6664 Stochastic Optimization 3
ISYE 6679 Computational Methods in Optimization 3
ISYE 7686 Advanced Combinatorial Optimization 3
ISYE 7687 Advanced Integer Programming 3
CS 6421 Temporal, Spatial and Active Databases 3
CS 6430 Parallel and Distributed Database Systems and Applications 3
CS 6290 High-Performance Computer Architecture 3
CSE 6220 High Performance Computing 3
CSE 6230 High Performance Parallel Computing: Tools and Applications 3

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