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From Home to Canada: An AI Masterclass
In order to innovate, you must work with the right partners to achieve the right solutions. This is why we have partnered with Finance Montreal, the premier group promoting Québec’s financial services industry, and Ngee Ann Polytechnic Singapore to deliver an innovative blended training masterclass on Artificial Intelligence (AI) in Finance.
Suitable for professionals, technologists, or anyone keen on understanding disruptive technologies – the AI in Finance Masterclass is the first of its kind to blend both online training and physical seminar into the same programme. An in-person seminar will be held at the 2018 Canada Fintech Forum, in Montreal, on the 31st of October between 9.30 and 11am. Meanwhile, learners will be able to complete the currently available ‘AI in Finance’ online course before the event, at their convenience.
This online aspect helps learners acquire an appropriately structured foundation to understand and be part of the AI revolution in finance. Providing direct access to industry minds from global financial institutions and start-ups, the course also allows users exclusive insight into how AI is used across financial markets in the US, Asia and Europe. This leads to an understanding of key opportunity areas in Artificial Intelligence, as well as regulatory and pragmatic challenges of its use in financial services. Also, it will outline major analytical concepts driving AI – machine learning; deep learning; natural language processing; and Robotic Process Automation.
Those attending the physical seminar at the Palais des Congres de Montreal will be treated to an address from CFTE co-founder Huy Nguyen Trieu. He will host a panel discussion on AI in Finance in Canada with Manuel Morales (Associate Professor at University of Montreal). Both speakers are well-established thought leaders in fintech:
- Huy Nguyen Trieu is a leading mind in innovation and finance. He previously was a Managing Director at Citi, and remains the CEO of The Disruptive Group and a member of ESMA’s Consultative Working Group for financial innovation.
- Manuel Morales is an Associate Professor at the University of Montreal, and specialises in Financial and Actuarial Mathematics. Since 2011, he has been the Graduate Director of the M.Sc. program in Financial and Computational Mathematics.
The morning will also see Janos Barberis (Senior Lecturer at CFTE and CEO of SuperCharger, the largest FinTech accelerator in Asia) discussing the best practices for preparing a deck and pitching. This will be informed by his established track record in Fintech, with his multiple academically published books and articles informing how the industry is regulated today.
Later on, attendees will be placed in teams to work on application of AI in Finance; these groups will submit their deck and a recording of a 3-min pitch in a competition.
Those who complete the online course before the 25th of October will be honoured with a graduation ceremony, wherein they will receive a printed certificate and a CFTE alumni t-shirt. This will take place on the morning of the 31st of October.
If you wish to read more about the Fintech Masterclass at the 2018 Canada Fintech Forum, or the agenda of the general forum, please refer to this guide to register. (Please note: CFTE alumni and learners are eligible for a 10% discount – please send an email to events@cfte.education for details.)
For more information on the AI in Finance course, including how to begin your journey as part of the AI financial revolution, you can register for the online course here.
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From Home to Canada: An AI Masterclass
In order to innovate, you must work with the right partners to achieve the right solutions. This is why we have partnered with Finance Montreal, the premier group promoting Québec’s financial services industry, and Ngee Ann Polytechnic Singapore to deliver an innovative blended training masterclass on Artificial Intelligence (AI) in Finance.
Suitable for professionals, technologists, or anyone keen on understanding disruptive technologies – the AI in Finance Masterclass is the first of its kind to blend both online training and physical seminar into the same programme. An in-person seminar will be held at the 2018 Canada Fintech Forum, in Montreal, on the 31st of October between 9.30 and 11am. Meanwhile, learners will be able to complete the currently available ‘AI in Finance’ online course before the event, at their convenience.
This online aspect helps learners acquire an appropriately structured foundation to understand and be part of the AI revolution in finance. Providing direct access to industry minds from global financial institutions and start-ups, the course also allows users exclusive insight into how AI is used across financial markets in the US, Asia and Europe. This leads to an understanding of key opportunity areas in Artificial Intelligence, as well as regulatory and pragmatic challenges of its use in financial services. Also, it will outline major analytical concepts driving AI – machine learning; deep learning; natural language processing; and Robotic Process Automation.
Those attending the physical seminar at the Palais des Congres de Montreal will be treated to an address from CFTE co-founder Huy Nguyen Trieu. He will host a panel discussion on AI in Finance in Canada with Manuel Morales (Associate Professor at University of Montreal). Both speakers are well-established thought leaders in fintech:
- Huy Nguyen Trieu is a leading mind in innovation and finance. He previously was a Managing Director at Citi, and remains the CEO of The Disruptive Group and a member of ESMA’s Consultative Working Group for financial innovation.
- Manuel Morales is an Associate Professor at the University of Montreal, and specialises in Financial and Actuarial Mathematics. Since 2011, he has been the Graduate Director of the M.Sc. program in Financial and Computational Mathematics.
The morning will also see Janos Barberis (Senior Lecturer at CFTE and CEO of SuperCharger, the largest FinTech accelerator in Asia) discussing the best practices for preparing a deck and pitching. This will be informed by his established track record in Fintech, with his multiple academically published books and articles informing how the industry is regulated today.
Later on, attendees will be placed in teams to work on application of AI in Finance; these groups will submit their deck and a recording of a 3-min pitch in a competition.
Those who complete the online course before the 25th of October will be honoured with a graduation ceremony, wherein they will receive a printed certificate and a CFTE alumni t-shirt. This will take place on the morning of the 31st of October.
If you wish to read more about the Fintech Masterclass at the 2018 Canada Fintech Forum, or the agenda of the general forum, please refer to this guide to register. (Please note: CFTE alumni and learners are eligible for a 10% discount – please send an email to events@cfte.education for details.)
For more information on the AI in Finance course, including how to begin your journey as part of the AI financial revolution, you can register for the online course here.
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