Postgraduate Diploma in Predictive Analytics

at The University of Winnipeg Canada

Economics analyzes how societies provide for their well-being, and examines the choices and tradeoffs that are made in the face of limited resources. You’ll study the competition and cooperation that arises among individuals, private organizations, and governments in the process of allocating scarce resources for a variety of different uses. Economics also offers insight into politics, law, history, environment, and development.

One may obtain the Economics Major through the 3-Year BA, the 4-Year BA or the BA Honours degree program. Some of the courses we offer are recommended for interdisciplinary programs, and it is common for other departments in the University to require or recommend certain Economics courses. The BA in Economics is highly recommended for students planning to go into law, accounting, or business studies.

Are you interested in issues affecting our environment? Environmental Studies and Sciences combines many different perspectives to understand the changes in our environment, while acknowledging human impacts and providing a framework to develop solutions for environmental programs. You can choose your course of study from six different subject areas including Chemistry, Forest Ecology, Forest Policy and Management, Global Environmental Systems, Issues in Sustainability, and Urban Environments.

Forest Policy and Management:- study of forest ecology and biology, with a focus on the administrativeand cultural practices and the role of stakeholders in forest policy and management

The field of finance has its roots in the discipline of economics and business. This program will provide students with the conceptual tools to understand a number of issues from modern finance theory and applications. The program will provide students with a solid understanding of the operation of capital markets and capital market instruments, including equities, fixed income securities, as well futures markets, options and other derivatives. The program will provide students with an in-depth understanding of topics in modern finance and financial economics as it relates to the capital structure of firms and how these financial instruments affect the overall operation of modern financial systems.

Students have the option of pursuing a BA in Economics and Finance or a BBA in Economics in Finance.

• Read a brief description of the program on our Economics and Finance (EFIN) program factsheet
• For more detailed information please consult the Economics and Finance (EFIN) course calendar

Be on the cutting edge of innovation with a diploma in AI and machine learning. Artificial intelligence and machine learning is a branch of data science growing at full speed. We see the application of artificial intelligence in our daily lives, from checking the weather forecast to social media feeds, from banking and finance to healthcare, amongst others.

In this program, graduates master the skills to create and use problem-solving algorithms to provide insights, predictions, and operationalization strategies needed to transform any organization into an innovative, efficient, and sustainable company of the future.

OBJECTIVES & OUTCOMES
The use of artificial intelligence is common place on devices ranging from personal smartphones to large industrial equipment. From simple algorithms to complex decision making, this program ensures that graduates have a firm, applied knowledge of artificial intelligence and machine learning.  While the curriculum and learning outcomes include establishing a general understanding of the theories underlying AI, greater emphasis is placed on the application of these techniques in a practical setting.

Successful graduates of this program shall be able to:

• Design and implement data acquisition, management, and cleansing solutions to support data science applications;
• Use statistical techniques in the development of data science applications;
• Describe legal, ethical, and societal considerations arising from the application of data science and artificial intelligence;
• Identify suitable applications and recommend the use of AI within an organization;
• Design the overall solution architecture required to support AI; and
• Design, test, and implement applied AI solutions.

The interdisciplinary Disability Studies program offers B.A. options at the three-year, four-year, and honours level. Disability Studies is cross-disability (all disabilities rather than one), intersectional (disability in conjunction with race, gender, class, ethnicity, sexuality, etc.), and based in the social model of disability rather than the bio-medical model. From this perspective a lack of ramps is considered disabling, not the fact that someone uses a wheelchair.

The focus of the Disability Studies program at the University of Winnipeg is the critical analysis of disability in society. This includes the study of disability as a social, cultural, historical, and political construction. Students are encouraged to examine a wide range of topics such as human rights, ethics, social movements, theory, family, sexuality, employment, socialization, aging, education, international development, and gender issues.

The interdisciplinary Disability Studies program offers B.A. options at the three-year, four-year, and honours level. Disability Studies is cross-disability (all disabilities rather than one), intersectional (disability in conjunction with race, gender, class, ethnicity, sexuality, etc.), and based in the social model of disability rather than the bio-medical model. From this perspective a lack of ramps is considered disabling, not the fact that someone uses a wheelchair.

The focus of the Disability Studies program at the University of Winnipeg is the critical analysis of disability in society. This includes the study of disability as a social, cultural, historical, and political construction. Students are encouraged to examine a wide range of topics such as human rights, ethics, social movements, theory, family, sexuality, employment, socialization, aging, education, international development, and gender issues.

Developmental Studies (DS) is a distinct field that draws on the integration of the perspectives and methods of many disciplines to provide a coherent analysis of the biological, environmental, and social factors that influence both individual and group development. As such, it has specific relevance to a growing number of occupations and professions, notably child care, gerontology, and family studies.

The Developmental Studies Program is an interdisciplinary major composed of offerings from a variety of Departments and programs. The DS program includes courses from Anthropology, Biology, Business and Administration, Conflict Resolution Studies, Education, English, Kinesiology and Applied Health, Politics, Psychology, Sociology, and Statistics.

Developmental Studies is well known for

• early learning research and publications;
• developing leaders and managers in inclusive early-childhood care and education;
• an established degree program in early childhood management and leadership, that is CCEPAC approved;
• its unique articulation program with Red River College and Université de Saint-Boniface;
• creating new advancement opportunities for early-childhood care and education professionals;
• promoting broad understanding of the crucial role played by quality early-childhood care and education programs in human development, family stability, and community well being; and
• Prior Learning Assessment and Recognition for adult learners.

The University of Winnipeg builds the leadership capacity of early-care and education leaders by drawing upon the expertise of the interdisciplinary faculty on staff at the University of Winnipeg and the resources of leaders in the wider childcare community. We prepare leaders who will advance the quality and standing of early care and education—regionally, provincially and even nationally.

Stream A: Individual Human Development:-
The focus of Stream A is on individual human development ranging from prenatal and infant development to adolescent psychology and gerontology.

Stream B: Comparative Biological Development:-
Stream B is concerned with on animal development, ranging from animal physiology, chemistry, and genetics to evolution, zoology, and primatology. Students take courses from a variety of Departments including Anthropology, Biology, Chemistry, English, History, Mathematics, Politics, Philosophy, Psychology, Sociology, Statistics, and Kinesiology and Applied Health.

The Applied Computer Science major is designed to prepare students in the following core areas: Programming Fundamentals (object-oriented, event driven, algorithms), Information Management (database systems, data modeling, data warehousing, relational databases, query languages), Software Engineering (software requirements and design, software process, software project management), Operating Systems, Net-Centric Computing (Internet programming, networks, security), Human Computer Interaction (GUI Design and Programming), Intelligent Systems (Machine Learning). Our team-oriented courses are meant to strengthen communication skills, experience group dynamics, and foster self-confidence. The 4-year major includes the development of a team-based software project for a local IT organization. Our program will help develop analytical thinking and applied skills by blending theoretical and practical aspects of computer science. The Applied Computer Science major is designed to provide an excellent basis for graduate studies in either computer science or applied computing.

The study of Geography is concerned with the Earth's surface in two ways - as the science of interaction between natural elements of the environment, such as weather, plants, soils and landforms; and secondly, as the science of the distribution and activities of the Earth's population in response to various social and environmental factors. Systematic studies in Geography examine the locations, distributions, arrangement, and association of a group of interrelated features. In contrast, regional studies examine the totality of geographic phenomena in a particular area. No matter what approach is taken, there are certain skills and techniques that are of particular geographic relevance.

As a reflection of the diversity that exists within the study of Geography and the special skills required, the Department offers courses within three fields of study - Cultural Geography, Physical Geography and Geomatics. You may attain either the General or Four-year Bachelor's degree in either Arts or Science, as well as the B.A. or B.Sc.Honours degree.

Geography offers a considerable variety of career opportunities. High schools require a continuing supply of Geography teachers. Various federal and provincial agencies dealing with conservation, town planning, recreation, landscape architecture and the utilization of Canada's resource also provide opportunities, especially to those with Honours or graduate work in Geography. Undergraduate training in the subject is often required for certain business careers, especially in surveying, market assessment, and location and general commercial development.

The East Asian region constitutes one of the most dynamic and intellectually rich regions in the world. The impact of East Asian economic development has been keenly felt in recent decades and the region has a major impact on world affairs. The legacy of East Asian history, religious and social values, literatures, etc., is a major factor in current affairs in the region, and this legacy will continue to shape our global future.

The EALC program is devoted to the study of East Asian cultures. The program introduces students to East Asian cultures and societies through two components: a) the study of East Asian languages (Chinese—Mandarin and Classical, and Japanese), and b) the study of East Asian cultures through a multi-disciplinary approach (Religious Studies, History, Literature, Cinema, Economics, International Development Studies). A unique feature of the program is its focus on the intellectual legacy of East Asian cultures, introduced through the study of texts and ideas in the historical and cultural contexts that shaped them. The rationale for this focus is a belief that just as East Asian economies are having a global impact beyond the East Asian region, intellectual beliefs and cultural habits will challenge hitherto global presuppositions regarding accepted practices and habits of thought.

The EALC program is administered through the Department of Religion & Culture. Graduates who are interested in careers related to East Asia in fields such as education, government, and business benefit greatly from courses in East Asian Languages & Cultures.