Search Course Outline
Showing 25 course outlines from 747 matches
176
COMPSCI 760
: Advanced Topics in Machine Learning2023 Semester One (1233)
An overview of the learning problem and the view of learning by search. Covers advanced techniques for learning such as: decision tree learning, rule learning, exhaustive learning, Bayesian learning, genetic algorithms, reinforcement learning, neural networks, explanation-based learning and inductive logic programming. Advanced experimental methods necessary for understanding machine learning research.
Prerequisite: COMPSCI 361 or 762
177
COMPSCI 761
: Advanced Topics in Artificial Intelligence2023 Semester Two (1235)
Examines the cornerstones of AI: representation, utilisation, and acquisition of knowledge. Taking a real-world problem and representing it in a computer so that the computer can do inference. Utilising this knowledge and acquiring new knowledge is done by search which is the main technique behind planning and machine learning. Research frontiers in artificial intelligence.
Prerequisite: COMPSCI 220, and COMPSCI 225 or MATHS 254
Restriction: COMPSCI 367
Restriction: COMPSCI 367
178
COMPSCI 762
: Foundations of Machine Learning2023 Semester One (1233)
Machine learning is a branch of artificial intelligence concerned with making accurate, interpretable, computationally efficient, and robust inferences from data to solve a given problem. Students will be introduced to the foundations of machine learning and will gain practical skills to solve different problems. Students will explore research frontiers in machine learning.
Prerequisite: COMPSCI 220 or 717, and 15 points from DATASCI 100, STATS 101, 108, and COMPSCI 225 or MATHS 254
Restriction: COMPSCI 361
Restriction: COMPSCI 361
179
COMPSCI 765
: Modelling Minds2023 Semester One (1233)
How can researchers of artificial intelligence effectively model subjective aspects of minds, such as emotional states, desires, perceptual experience and intrinsic goals? This course draws upon interdisciplinary methods and considers classic and emerging approaches to try to answer this question. Recommended preparation: COMPSCI 367.
Prerequisite: Approval of the Academic Head or nominee
180
COMPSCI 773
: Intelligent Vision Systems2023 Semester One (1233)
Computational methods and techniques for computer vision are applied to real-world problems such as 2/3D face biometrics, autonomous navigation, and vision-guided robotics based on 3D scene description. A particular feature of the course work is the emphasis on complete system design. Recommended preparation: COMPSCI 373 and 15 points at Stage II in Mathematics.
Prerequisite: Approval of Academic Head or nominee
181
EARTHSCI 105
: Earth’s Natural Hazards2023 Semester Two (1235)
New Zealand experiences many natural hazards caused by the Earth’s natural processes through earthquakes, volcanic eruptions, weather bombs, storm surge, tsunami, flooding and wildfires. Focuses on spatial and temporal occurrences of disasters, hazard preparedness and recovery, and societal responses that affect and, sometimes, compound the magnitude of disasters. Case studies are drawn from contemporary and ancient societies.
No pre-requisites or restrictions
182
EARTHSCI 105
: Earth’s Natural Hazards2023 Semester One (1233)
New Zealand experiences many natural hazards caused by the Earth’s natural processes through earthquakes, volcanic eruptions, weather bombs, storm surge, tsunami, flooding and wildfires. Focuses on spatial and temporal occurrences of disasters, hazard preparedness and recovery, and societal responses that affect and, sometimes, compound the magnitude of disasters. Case studies are drawn from contemporary and ancient societies.
No pre-requisites or restrictions
183
EARTHSCI 120
: Planet Earth2023 Semester Two (1235)
Examination of geologic processes that have shaped Earth and life through time, and their impact on modern society. Topics include: earthquakes, plate tectonics, volcanic eruptions, tsunamis, landslides, meteorites and planets, mass extinctions and evolution of life. A practical introduction to rocks, minerals and fossils provides insights into Earth's past and important modern resources.
Restriction: EARTHSCI 103
184
EARTHSCI 120
: Planet Earth2023 Semester One (1233)
Examination of geologic processes that have shaped Earth and life through time, and their impact on modern society. Topics include: earthquakes, plate tectonics, volcanic eruptions, tsunamis, landslides, meteorites and planets, mass extinctions and evolution of life. A practical introduction to rocks, minerals and fossils provides insights into Earth's past and important modern resources.
Restriction: EARTHSCI 103
185
EARTHSCI 202
: Earth History2023 Semester One (1233)
Explores the evolution of the Earth from its molten beginnings to the dynamic planet we live on today. Topics include: stratigraphy (litho-, bio-, cyclo-, magneto-); evolution; paleoecology; Precambrian Earth (formation, first continents and beginnings of life); development of the Earth and life through the Phanerozoic Eon. Knowledge of geological mapping equivalent to EARTHSCI 201 or 220 will be assumed.
Prerequisite: 75 points, including at least 15 points from EARTHSCI 103, 120
186
EARTHSCI 203
: Rock and Minerals2023 Semester One (1233)
The formation of igneous, metamorphic and sedimentary rocks, the minerals they contain, and how they can be used to interpret major Earth Science processes such as crustal evolution, volcanism, mountain building, deformation, and sedimentation.
Prerequisite: 15 points from EARTHSCI 103, 120
187
EARTHSCI 205
: New Zealand: Half a Billion Years on the Edge2023 Semester Two (1235)
Take a 500 million year journey through time following the geologic and biologic development of New Zealand from humble beginnings on the edge of the ancient supercontinent Gondwana to the present day geologically dynamic land mass beset by volcanic eruptions, earthquakes and massive erosion as a consequence of being located on the edge of the Earth's largest tectonic plate.
Prerequisite: 75 points passed
188
EARTHSCI 208
: Earth Structure2023 Semester Two (1235)
A foundation course that introduces students to descriptive and analytical methods in structural geology. Geological maps are used to help students analyse structural features (e.g., folds, faults, contacts). On completion of this course, students should be able to interpret geological maps, construct cross-sections, and synthesise analytical results into a structural history.
Prerequisite: 15 points at Stage I in Earth Sciences
Restriction: EARTHSCI 204
Restriction: EARTHSCI 204
189
EARTHSCI 220
: Practice in Earth Sciences 12023 Semester One (1233)
A practical and field based course that introduces and develops theory and work flows to enable students to read, document and interpret landforms and landscapes in 4-D. Students will be required to participate in a residential field experience and undertake independent field work.
Prerequisite: 15 points from EARTHSCI 120, GEOG 101
Restriction: EARTHSCI 201, 260
Restriction: EARTHSCI 201, 260
190
EARTHSCI 261
: Climate and Society2023 Semester One (1233)
Exploration of themes in climatology, meteorology, hydro-climatology and oceanography with a focus on the nature and role of key processes. These will be examined in relation to key issues for society such as extreme weather events, drought, floods, air pollution and climate change.
Prerequisite: GEOG 101
Restriction: GEOG 261
Restriction: GEOG 261
191
EARTHSCI 303
: Sedimentary Systems2023 Semester One (1233)
An advanced course that critically examines ancient and contemporary sedimentary systems. State of the art techniques and technologies (sedimentology, geomorphology, modelling) are used to examine the physical and biological processes in freshwater and marine environments. The application of sedimentary systems in the context of Earth’s resources and the current energy transition are highlighted.
No pre-requisites or restrictions
192
EARTHSCI 307
: From Ice House to Greenhouse2023 Semester One (1233)
An exploration of the evolution of long-term climatic and environmental variability placed in the context of our warming world. The topic is multi-disciplinary and examines aspects of paleoceanography, sea-level change, paleo ice sheets, paleohydrology, paleoecology, paleolimnology, and speleothems as well as the techniques used to extract the records of climate change that they contain.
Prerequisite: 45 points at Stage II, including 15 points from EARTHSCI 201, 202, 220, GEOG 260-263, or equivalent
193
EARTHSCI 308
: Tectonic and Magmatic Systems2023 Semester Two (1235)
Explores the tectonic and magmatic evolution of Earth and planetary systems, including their formation, composition, and how they deform. Students are exposed to seminal literature covering the various geological, geochemical, geophysical, and modelling tools and methods used for deciphering Earth deformation and magmatism, and the critical feedbacks between these processes. Recommended preparation: EARTHSCI 203, 208
Restriction: EARTHSCI 304, 305
194
EARTHSCI 320
: Practice in Earth Sciences 22023 Semester One (1233)
A practical and field based course that embeds theory and work flows to enable students to read, document and interpret complex and vulnerable landforms and landscapes in 4-D. Students will be required to participate in a residential field experience and undertake independent field work.
Prerequisite: EARTHSCI 220
Restriction: EARTHSCI 301, GEOG 330
Restriction: EARTHSCI 301, GEOG 330
195
EARTHSCI 361
: Imaging the Subsurface2023 Semester Two (1235)
Geophysical imaging of the subsurface utilises contrasting rock and fluid properties. Applications include environmental, engineering, resource, hazard, and tectonic studies. Students will acquire and interpret geophysical data by attending a one-day field trip and through laboratory sessions.
Prerequisite: 15 points at Stage II in Earth Sciences, Environmental Physics, Geophysics
Restriction: GEOLOGY 361, GEOPHYS 361
Restriction: GEOLOGY 361, GEOPHYS 361
196
EARTHSCI 372
: Engineering Geology2023 Semester Two (1235)
An integration of quantitative and qualitative concepts in geology as applied to engineering projects. Fundamentals of soil and rock mechanics will be introduced. Topics covered in the course include landslides, dewatering schemes, contaminant transport, foundations, mines (open-pit and underground), dams, tunnels, urban geology, and transportation infrastructures. Case studies are used in lectures to demonstrate the importance of geology and water to engineering projects. Fieldwork is required.
Prerequisite: CIVIL 220 or EARTHSCI 201 or 220 or GEOLOGY 201, and 30 points from EARTHSCI 201-263, GEOG 260-263, GEOLOGY 202-205
Restriction: CIVIL 726, GEOLOGY 372
Restriction: CIVIL 726, GEOLOGY 372
197
EARTHSCI 399
: Capstone: Earth Sciences2023 Semester Two (1235)
Conducting an Earth Science investigation involving a range of skills, as practised in research and industry careers. Students will undertake an independent research project involving field, desktop and/or laboratory work, and communicate the results in written and oral formats. Skills gained include ability to design a research project, collect and analyse qualitative and quantitative Earth Science data, and research communication.
Prerequisite: 30 points at Stage III in Earth Sciences
198
EARTHSCI 399
: Capstone: Earth Sciences2023 Semester One (1233)
Conducting an Earth Science investigation involving a range of skills, as practised in research and industry careers. Students will undertake an independent research project involving field, desktop and/or laboratory work, and communicate the results in written and oral formats. Skills gained include ability to design a research project, collect and analyse qualitative and quantitative Earth Science data, and research communication.
Prerequisite: 30 points at Stage III in Earth Sciences
199
EARTHSCI 713
: Tectonic Geomorphology2023 Semester Two (1235)
New Zealand is an ideal location in which to investigate the interplay between tectonics and geomorphic processes. This will be demonstrated by combining relevant case studies and field practice whereby students will develop skills in report writing and handling of some of the data, literature and tools necessary to conduct field research in active tectonics and landform generation.
No pre-requisites or restrictions
200
EARTHSCI 714
: Earthquake Geology2023 Semester One (1233)
Understanding why, how and where earthquakes occur from identification of their source parameters to consideration of their effects (ground shaking, fault rupture and crustal stress changes). Topics include seismic style, earthquake size and source parameters, recurrence interval, conditions for failure, and earthquakes as agents for crustal fluid redistribution.
No pre-requisites or restrictions