MGT00154 AI for Innovation and Entrepreneurship Module Overview

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What is the primary aim of attending the 'Technology behind AI/Machine Learning under the Hood' module?

To learn about the legal framework surrounding AI

To explore the marketing strategies for AI products

To gain a conceptual understanding of the technical aspects of AI (correct)

To understand the social impact of AI

What kind of understanding will students gain by attending the 'Technology behind AI/Machine Learning under the Hood' module?

Conceptual understanding of the technical aspects of AI (correct)

Practical programming skills for building AI applications

Detailed knowledge of AI's impact on popular culture

Understanding the financial implications of AI adoption

What is the main focus of the text?

Analyzing AI applications in banking and insurance

Understanding the principles of machine learning

Discussing the importance of AI in climate tech

Exploring the technical side of AI (correct)

Which topic is NOT explicitly mentioned in the text?

Building Generative AI models Signup and view all the answers

What is the main purpose of backpropagation in deep learning?

To fit weights and enable accurate predictions Signup and view all the answers

What distinguishes supervised machine learning from unsupervised machine learning?

The use of labeled training data Signup and view all the answers

What does reinforcement machine learning involve?

Learning iteratively to perform a task by continuously trying and receiving rewards Signup and view all the answers

What is the essential property of features in the context of machine learning?

They are used to enable predictions Signup and view all the answers

What is the focus of the 'Generative AI and Prompt Engineering' module?

Hands-on exercise on prompt engineering Signup and view all the answers

Why is it essential for students to attend the 'Generative AI and Prompt Engineering' session?

To gain insights into the applications and implications of Generative AI Signup and view all the answers

What skill is described as 'beneficial throughout the course and beyond' in the module overview?

Mastering the art of writing prompts Signup and view all the answers

What is one of the learning objectives related to incorporating Generative AI into an organization?

Understand both the business and technical aspects of incorporating LLMs into an organization Signup and view all the answers

What aspect of Generative AI does the module aim to make students aware of?

The need for governance mechanisms Signup and view all the answers

What will students learn in the latter half of the 'Generative AI and Prompt Engineering' session?

Various techniques, strategies, and tips to craft effective prompts Signup and view all the answers

What is described as a 'crucial component' in utilizing Language Learning Models effectively?

Acquiring practical skills in prompt engineering Signup and view all the answers

What is highlighted as a valuable skill for students aspiring to delve deeper into AI applications and innovations?

Mastering the art of writing prompts Signup and view all the answers

What is the aim of the 'Technology behind AI or Machine Learning under the Hood' module?

To demystify the process of building machine learning algorithms and explain different machine learning styles Signup and view all the answers

What is the primary focus of the 'Generative AI and Prompt Engineering' session?

Incorporating generative AI into an organization Signup and view all the answers

What does reinforcement machine learning involve?

Improving performance based on feedback from the environment Signup and view all the answers

What is the main purpose of backpropagation in deep learning?

To optimize the weights of a neural network by minimizing prediction errors Signup and view all the answers

What distinguishes supervised machine learning from unsupervised machine learning?

Supervised learning deals with labeled training data, while unsupervised learning deals with unlabeled data Signup and view all the answers

What is described as a 'crucial component' in utilizing Language Learning Models effectively?

Understanding the socio-cultural context of language usage Signup and view all the answers

What is one of the learning objectives related to incorporating Generative AI into an organization?

To enhance the creative capabilities of AI systems through generative models Signup and view all the answers

What does the latter half of the 'Generative AI and Prompt Engineering' session aim to make students aware of?

The ethical implications of utilizing generative AI in business contexts Signup and view all the answers

'Technology behind AI or Machine Learning under the Hood' module offers a unique opportunity to understand what aspect?

'Technology behind AI or Machine Learning under the Hood' module offers a unique opportunity to understand the diverse styles of machine learning. Signup and view all the answers

What skill is described as 'beneficial throughout the course and beyond' in the module overview?

Understanding statistical analysis techniques Signup and view all the answers

What is highlighted as a valuable skill for students aspiring to delve deeper into AI applications and innovations?

Mastering interpretability and explainability in AI models Signup and view all the answers

What distinguishes supervised machine learning from reinforcement machine learning?

Supervised learning uses labeled training data, while reinforcement learning improves performance based on feedback from the environment. Signup and view all the answers

Which type of machine learning uses labeled training data to learn the relation between a given input and output (label)?

Supervised Machine Learning Signup and view all the answers

What is the primary focus of Artificial Neural Networks (Deep Learning)?

Processing inputs and fitting weights to generate an output Signup and view all the answers

What is the essential property of features in the context of machine learning?

Important properties of a given subject used to enable predictions Signup and view all the answers

Which type of machine learning aims towards enabling the model to make accurate predictions on unseen data?

Supervised Machine Learning Signup and view all the answers

What is the main purpose of backpropagation in deep learning?

Fitting weights to generate an output Signup and view all the answers

What does Reinforcement Machine Learning involve?

Learning iteratively to perform a task by continuously trying and receiving positive or negative rewards Signup and view all the answers

What distinguishes Semi-Supervised Machine Learning from Supervised and Unsupervised Machine Learning?

It works with both labeled and unlabeled data, combining elements of both supervised and unsupervised learning Signup and view all the answers

What are the important properties of features in the context of machine learning?

They are the important properties of a given subject used to enable predictions. Signup and view all the answers

What is the high-level conceptual understanding achieved through AI Technology?

A conceptual grasp of the technical side of AI. Signup and view all the answers

What is the goal of Julia Gottfriedsen at OroraTech?

To create carbon-neutral future through technological innovation. Signup and view all the answers

What is the primary focus of the 'Generative AI and Prompt Engineering' module?

Leveraging Generative AI’s application potential Signup and view all the answers

Why is it essential for students to attend the 'Generative AI and Prompt Engineering' session?

To gain practical skills in prompt engineering Signup and view all the answers

What kind of understanding will students gain by attending the 'Technology behind AI/Machine Learning under the Hood' module?

Gaining insights into the applications and implications of Generative AI Signup and view all the answers

What distinguishes supervised machine learning from unsupervised machine learning?

The availability of labeled training data Signup and view all the answers

What is one of the learning objectives related to incorporating Generative AI into an organization?

Understanding both the business and technical aspects of incorporating LLMs Signup and view all the answers

What does reinforcement machine learning involve?

Learning from a feedback loop to make better decisions Signup and view all the answers

What is highlighted as a valuable skill for students aspiring to delve deeper into AI applications and innovations?

Crafting effective prompts for LLMs Signup and view all the answers

What is the main purpose of backpropagation in deep learning?

To update the model’s weights by calculating gradients Signup and view all the answers

MGT00154 AI for Innovation and Entrepreneurship Module Overview

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Questions and Answers

What is the primary aim of attending the 'Technology behind AI/Machine Learning under the Hood' module?

What kind of understanding will students gain by attending the 'Technology behind AI/Machine Learning under the Hood' module?

What is the main focus of the text?

Which topic is NOT explicitly mentioned in the text?

What is the main purpose of backpropagation in deep learning?

What distinguishes supervised machine learning from unsupervised machine learning?

What does reinforcement machine learning involve?

What is the essential property of features in the context of machine learning?

What is the focus of the 'Generative AI and Prompt Engineering' module?

Why is it essential for students to attend the 'Generative AI and Prompt Engineering' session?

What skill is described as 'beneficial throughout the course and beyond' in the module overview?

What is one of the learning objectives related to incorporating Generative AI into an organization?

What aspect of Generative AI does the module aim to make students aware of?

What will students learn in the latter half of the 'Generative AI and Prompt Engineering' session?

What is described as a 'crucial component' in utilizing Language Learning Models effectively?

What is highlighted as a valuable skill for students aspiring to delve deeper into AI applications and innovations?

What is the aim of the 'Technology behind AI or Machine Learning under the Hood' module?

What is the primary focus of the 'Generative AI and Prompt Engineering' session?

What does reinforcement machine learning involve?

What is the main purpose of backpropagation in deep learning?

What distinguishes supervised machine learning from unsupervised machine learning?

What is described as a 'crucial component' in utilizing Language Learning Models effectively?

What is one of the learning objectives related to incorporating Generative AI into an organization?

What does the latter half of the 'Generative AI and Prompt Engineering' session aim to make students aware of?

'Technology behind AI or Machine Learning under the Hood' module offers a unique opportunity to understand what aspect?

What skill is described as 'beneficial throughout the course and beyond' in the module overview?

What is highlighted as a valuable skill for students aspiring to delve deeper into AI applications and innovations?

What distinguishes supervised machine learning from reinforcement machine learning?

Which type of machine learning uses labeled training data to learn the relation between a given input and output (label)?

What is the primary focus of Artificial Neural Networks (Deep Learning)?

What is the essential property of features in the context of machine learning?

Which type of machine learning aims towards enabling the model to make accurate predictions on unseen data?

What is the main purpose of backpropagation in deep learning?

What does Reinforcement Machine Learning involve?

What distinguishes Semi-Supervised Machine Learning from Supervised and Unsupervised Machine Learning?

What are the important properties of features in the context of machine learning?

What is the high-level conceptual understanding achieved through AI Technology?

What is the goal of Julia Gottfriedsen at OroraTech?

What is the primary focus of the 'Generative AI and Prompt Engineering' module?

Why is it essential for students to attend the 'Generative AI and Prompt Engineering' session?

What kind of understanding will students gain by attending the 'Technology behind AI/Machine Learning under the Hood' module?

What distinguishes supervised machine learning from unsupervised machine learning?

What is one of the learning objectives related to incorporating Generative AI into an organization?

What does reinforcement machine learning involve?

What is highlighted as a valuable skill for students aspiring to delve deeper into AI applications and innovations?

What is the main purpose of backpropagation in deep learning?

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