Content is frequently student-driven. Graduates with an MS in computer science from Columbia can seamlessly apply to the Ph.D., but master's degree holders from other disciplines and institutions may also apply. This can make the course material challenging for some students. Same subject as 16.456[J], HST.582[J] Discusses the appropriate times and reasons to use particular models to deliver engineering success. Acad Year 2021-2022: G (Spring)3-0-9 units. Project topics: absolute and differential auditory sensitivity, operating characteristics of human observers, span of auditory judgment, adaptive measurement procedures, and scaling sensory magnitudes. Explores the ethical principles by which an engineer ought to be guided. Includes problem-based MATLAB assignments. Prereq: Permission of instructor G (Fall)Units arrangedCan be repeated for credit. Reviews recent advances in implementing innovations and building personal capacity for lifelong learning as a leading innovator. Topics include mathematical formulations (e.g., automatic assembly of constitutive and conservation principles); linear system solvers (sparse and iterative); nonlinear solvers (Newton and homotopy); ordinary, time-periodic and partial differential equation solvers; and model order reduction. CSE also offers a five-year combined BS/MS degree in computer science or computer engineering for current UC San Diego undergraduates. Model-based compensators; Q-parameterization; ill-posed optimization problems; dynamic augmentation; linear-quadratic optimization of controllers; H-infinity controller design; Mu-synthesis; model and compensator simplification; nonlinear effects. The master's in CSE comprises 30 credits and an optional thesis. The thesis track requires six credit hours of thesis research, culminating in an oral examination in defense of the thesis. Subject meets with 2.794[J], 6.521[J], 9.021[J], 20.470[J], HST.541[J]Prereq: (Physics II (GIR), 18.03, and (2.005, 6.002, 6.003, 10.301, or 20.110[J])) or permission of instructor U (Fall)5-2-5 units. Enrollment may be limited. A student in the Master of Engineering program must be registered as a graduate student for at least one regular (non-summer) term. Advanced study of topics in numerical methods. Combination of 6.0001 and 6.0002 counts as REST subject. Distributions, marginalization, conditioning, and structure, including graphical and neural network representations. The university has a 17-to-1 … Established in 1979, Brown Computer Science (Brown CS) began as an interest group under the Division of Applied Mathematics and Engineering. Doctoral candidates are expected to participate fully in the educational program of the department and to perform thesis work that is a significant contribution to knowledge. Presents a wide range of basic tools, including software and development tools, programmable system on chip, peripheral components such as A/D converters, communication schemes, signal processing techniques, closed-loop digital feedback control, interface and power electronics, and modeling of electromechanical systems. Prereq: Permission of instructor G (Spring)3-0-9 unitsCan be repeated for credit. Basic undergraduate subjects not offered in the regular curriculum. Examples deal with limiting cases of electromagnetic theory, multi-port elements, filters and antennas. Students must provide their own laptop and software. Students expected to attend the 6.801 lectures as well as occasional seminar meetings on special topics. Final third focuses on biophysics of synaptic transmission and introduction to neural computing. Same subject as 18.405[J]Prereq: 18.404 Acad Year 2020-2021: Not offered Enrollment limited; preference to first- and second-year students. Introduction to the principles underlying modern computer architecture. Classroom, tutorial, or laboratory teaching under the supervision of a faculty member. Consult department to learn of offerings for a particular term. Prereq: 18.06 and (6.041B or 18.600) G (Fall)3-0-9 units. Assistantships require participation in research or teaching in the department or in one of the associated laboratories. The 6-A program is primarily designed to work in conjunction with the department's five-year Master of Engineering degree program. Introduction to the basic principles of computer systems with emphasis on the use of rigorous techniques as an aid to understanding and building modern computing systems. Band structure and transport properties of selected semiconductors. Same subject as 2.791[J], 9.21[J], 20.370[J] Prereq: 6.013, 6.630, or 8.07 Acad Year 2020-2021: Not offered Students taking graduate version complete additional assignments. Covers image representations, texture models, structure-from-motion algorithms, Bayesian techniques, object and scene recognition, tracking, shape modeling, and image databases. (Students who have been undergraduates in Electrical Engineering and Computer Science at MIT and who seek opportunities for further study must complete the Master of Engineering rather than the Master of Science degree program.) Topics include the simplex method, network flow methods, branch and bound and cutting plane methods for discrete optimization, optimality conditions for nonlinear optimization, interior point methods for convex optimization, Newton's method, heuristic methods, and dynamic programming and optimal control methods. The student selects 42 units from a list of subjects approved by the Graduate Office; these subjects, considered along with the two advanced undergraduate subjects from the bachelor’s program, must include at least 36 units in an area of concentration. Ideal candidates hold prerequisite computer science and math coursework and excel at learning new technologies. Full-time assistants may register for no more than two scheduled classroom or laboratory subjects during the term, but may receive additional academic credit for their participation in the teaching or research program. The University of Tampa is a private university with an acceptance rate of 49%. In the second half, students work in small groups to select, design, and execute independent projects in measurement or photography that apply learned techniques. Fundamentals of signal processing, focusing on the use of Fourier methods to analyze and process signals such as sounds and images. Students pursuing a master's in computer science can specialize in one of 10 areas, including artificial intelligence, scientific computing, and operating systems and networking. Students in the fifth year of study toward the Master of Engineering degree are commonly supported by a graduate teaching or research assistantship. Methods of improving the robustness of algorithms to modeling errors and limited data are derived. Students meet and question technologists, activists, law enforcement agents, journalists, and legal experts. Not offered regularly; consult department1-0-5 units. Subject meets with 6.819Prereq: 18.06 and (6.041B or 6.042[J]) G (Spring)3-0-9 units. and as to level of previous degree (bachelor's or master's), no specific admissions requirements are listed. In-depth exploration of recent results in cryptography. Introduction to quantum computational complexity theory, the study of the fundamental capabilities and limitations of quantum computers. The master's program does not require applicants to hold a degree in computer science, though most applicants possess a background in computer science, math, science, or engineering. Not offered regularly; consult department3-0-9 units. The minor provides students with both depth and breadth in the field, as well as the opportunity to explore areas of their own interest. Specific focus varies from year to year. Includes problem sets, laboratory exercises, and opened-ended term project. MIT Media Lab’s Program in Media Arts & Sciences. Specific focus varies from year to year. The Departments of Biology and Electrical Engineering and Computer Science jointly offer a Master of Engineering in Computer Science and Molecular Biology (6-7P). Emphasis on the foundations of the theory, mathematical tools, as well as modeling and the equilibrium notion in different environments. Not offered regularly; consult department2-2-2 units. Prereq: 6.031 and 6.042[J] U (Fall)4-9-2 units. Each student plans a program in consultation with a faculty advisor. Research project for those EECS students whose curriculum requires a senior project. Probability spaces and measures. Princeton's computer science programs also include a bachelor's in computer science that incorporates master's-level courses that graduates can transfer to the master's program. Introduces principles, algorithms, and applications of machine learning from the point of view of modeling and prediction; formulation of learning problems; representation, over-fitting, generalization; clustering, classification, probabilistic modeling; and methods such as support vector machines, hidden Markov models, and neural networks. Advanced study of topics in applied physics. Bernoulli and Poisson process. A. I. Akinwande, J. Kong, T. Palacios, M. Shulaker, Prereq: Calculus II (GIR) and Physics II (GIR) U (Spring)3-5-4 units. Subject meets with 6.806Prereq: 6.046[J] or permission of instructor G (Spring)3-0-9 units, Subject meets with 6.815Prereq: Calculus II (GIR) and 6.031 G (Fall)3-0-9 units, Subject meets with 6.801Prereq: 6.003 or permission of instructor Acad Year 2020-2021: G (Fall) Here are the Best Computer Science programs in the world! Detail-oriented people with strong analytical, communication, and problem-solving skills succeed in this career. Finite horizon and infinite horizon problems, including discounted and average cost formulations. Prereq: None U (Fall, Spring; first half of term) 3-0-3 units. Limited enrollment; priority to Statistics and Data Science minors and to juniors and seniors. In final project, student teams design and demo their own cloud-connected IoT system. Advanced topics may include network flow; computational geometry; number-theoretic algorithms; polynomial and matrix calculations; caching; and parallel computing. Introduces the study of human language from a computational perspective, including syntactic, semantic and discourse processing models. Subject meets with 6.419[J], IDS.012[J]Prereq: ((2.087, 6.0002, 6.01, 18.03, or 18.06) and (6.008, 6.041, 14.30, 16.09, or 18.05)) or permission of instructor G (Spring)3-1-8 units. Top Courses at Indian Institute of Science - [IISc] Bangalore, Karnataka are ME/M.Tech, M.Phil/Ph.D in Engineering, M.Des Includes a design project for practical application of concepts, and labs for experience building silicon transistors and devices. Acad Year 2021-2022: G (Spring)3-0-9 units. Graduates with a master's in computer science possess strong analytical, technical, and leadership skills. The school is home to multiple fellows of honors, including the Ho-Am Prize for Engineering, the Levchin Prize, and the IEEE W. Wallace McDowell Award. Provides academic credit for the second assignment of 6-A undergraduate students at companies affiliated with the department's 6-A internship program. Most admitted students possess a minimum 3.5 GPA. Applies analysis of signals and noise in linear systems, sampling, and Fourier properties to magnetic resonance (MR) imaging acquisition and reconstruction. Same subject as 18.415[J]Prereq: 6.046[J] and (6.042[J], 18.600, or 6.041) G (Fall)5-0-7 units. Circuit design styles for logic, arithmetic, and sequential blocks. At the end of the joint MBA/MPCS program, students earn both a master's degree in business from UChicago's Booth School and an MS in computer science. Programming experience with C/C++ required. Digital images as two-dimensional signals. Limited to graduate students participating in the 6-A internship program. Introduction to the central concepts and methods of data science with an emphasis on statistical grounding and modern computational capabilities. The objective is to bring students to the research frontier. Support through an assistantship may extend the period required to complete the Master of Engineering program by an additional term or two. Consult the department for details. Provides an opportunity for first-year students to explore product or system design and development, and to build their understanding of what it means to lead and coordinate projects in engineering design. Optical waveguide and photonic devices. Graph algorithms: minimum spanning trees, shortest paths, and minimum cuts. Students engage in extensive written and oral communication exercises. Located on an attractive 100-acre campus on the waterfront in Tampa, Florida, University of Tampa is a medium-sized master's-level university. The department also offers an MSE in computer and information science and an MSE in data science, in addition to a Ph.D. in computer and information science. Enrollment limited; preference to Course 20 majors and minors. The department encompasses five academic centers and eight research areas, including scientific computing, machine learning, and algorithms and theory. Case studies include articles and films that address engineering disasters, safety, biotechnology, the internet and AI, and the ultimate scope and aims of engineering. The school offers 11 graduate degrees, including seven master's degrees and four doctoral degrees, as well as a variety of undergraduate degrees and a business analytics certificate program. See description under subject HST.582[J]. Empowers future innovators in engineering and technology with a foundation of leadership and teamwork skills. Fundamental concepts, functions, and structures of compilers. Fundamental design and implementation issues in the engineering of operating systems. Prereq: None U (Fall, IAP, Spring, Summer)0-1-0 unitsCan be repeated for credit. This association hosts special interest groups on different areas of information technology. Integrates foundational texts in ethics with case studies illustrating ethical problems arising in the practice of engineering. The association also publishes journals, magazines, and books on computer topics. Acad Year 2021-2022: G (Spring)3-0-9 units. Topics include cameras and image formation, image processing and image representations, high-dynamic-range imaging, human visual perception and color, single view 3-D model reconstruction, morphing, data-rich photography, super-resolution, and image-based rendering. Elementary quantum mechanics and statistical physics. Study plans require prior approval. Introduces interactive computer theorem proving with the Coq proof assistant, which is used for all assignments, providing immediate feedback on soundness of logical arguments. Interferometers, filters, and optical imaging systems. Same subject as 15.359[J]Prereq: None U (Fall)3-3-6 units, Engineering School-Wide Elective Subject. Microcontrollers provide adaptation, flexibility, and real-time control. Synaptic transmission. Different sections may focus on themes, such as AI or biotechnology. Prereq: Permission of instructor U (Fall, IAP, Spring, Summer)Units arrangedCan be repeated for credit. U of I offers six graduate programs, including a professional master of computer science (MCS) and an MCS in data science. Small-signal and large-signal models. Seminar on topics related to research leading to an SM, EE, ECS, PhD, or ScD thesis. Acad Year 2021-2022: Not offered3-0-9 units. A rigorous introduction to modern cryptography. Classical and quantum models of electrons and lattice vibrations in solids, emphasizing physical models for elastic properties, electronic transport, and heat capacity. Subject meets with 6.945Prereq: 6.034 or permission of instructor U (Spring)3-0-9 units. Same subject as IDS.012[J] This compensation does not influence our school rankings, resource guides, or other editorially-independent information published on this site. Prepares students for the design and implementation of a final project of their choice: games, music, digital filters, wireless communications, video, or graphics. Applicants must submit GRE scores, letters of recommendation, a statement of purpose, and transcripts. Topics include learning of distributions, hypothesis testing (including multiple comparison procedures), linear and nonlinear regression and prediction, classification, time series, uncertainty quantification, model validation, causal inference, optimization, and decisions. Microcontrollers provide adaptation, flexibility, and real-time control. Teamwork skills include how to convene, launch, and develop various types of teams, including project teams. They may also study digital forensics and ethical hacking. Subject meets with 6.439[J], IDS.131[J]Prereq: ((2.087, 6.0002, 6.01, 18.03, or 18.06) and (6.008, 6.041, 14.30, 16.09, or 18.05)) or permission of instructor U (Spring)3-1-8 units. Not offered regularly; consult department3-0-9 units. Competition culminates in a live BattleCode tournament. Strength of online instruction methodology (if applicable) [weight = 25%; subtract 5% from each of the above for online schools/programs]. Limited to 24. Studies the design and implementation of modern, dynamic programming languages. Students take eight subjects that provide a mathematical, computational, and algorithmic basis for the major. Packets module includes switching and queuing principles, media access control, routing protocols, and data transport protocols. Rate-distortion theory, vector quantizers. The department offers a Minor in Computer Science. Prereq: Permission of instructor U (Fall) Studies the structure and interpretation of computer programs which transcend specific programming languages. Prereq: None U (IAP)1-0-5 unitsCan be repeated for credit. Offered under: 6.913, 16.667 Prereq: Permission of instructor G (Fall, Spring) Introductory experimental laboratory explores the design, construction, and debugging of analog electronic circuits. Limited to students participating in the 6-A internship program. Also addresses applications of identification trees, neural nets, genetic algorithms, support-vector machines, boosting, and other learning paradigms. Prereq: None G (Fall, IAP, Spring, Summer)0-0-1 unitsCan be repeated for credit. Power generation, including alternative and sustainable sources. Acad Year 2021-2022: G (Spring)3-0-9 units. Topics include the notion of computation, Python, simple algorithms and data structures, testing and debugging, and algorithmic complexity. Covers principles involved in extracting information from data for the purpose of making predictions or decisions, including data exploration, feature selection, model fitting, and performance assessment. Fundamentals of linear systems and abstraction modeling through lumped electronic circuits. The treatment of optical networks are from the architecture and system design points of view. Adjustments to the department requirements are made on an individual basis when it is clear that a student would be better served by a variation in the requirements because of their strong prior background. Range of degree programs [weight = 20%], 6. Basic circuit building blocks. Master's students must complete at least 34 course credits, including a thesis. A detailed exposition of the principles involved in designing and optimizing analog and mixed-signal circuits in CMOS technologies. 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