MGT00154 AI for Innovation and Entrepreneurship Module Overview
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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?

  • 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?

    <p>Building Generative AI models</p> Signup and view all the answers

    What is the main purpose of backpropagation in deep learning?

    <p>To fit weights and enable accurate predictions</p> Signup and view all the answers

    What distinguishes supervised machine learning from unsupervised machine learning?

    <p>The use of labeled training data</p> Signup and view all the answers

    What does reinforcement machine learning involve?

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

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

    <p>They are used to enable predictions</p> Signup and view all the answers

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

    <p>Hands-on exercise on prompt engineering</p> Signup and view all the answers

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

    <p>To gain insights into the applications and implications of Generative AI</p> Signup and view all the answers

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

    <p>Mastering the art of writing prompts</p> Signup and view all the answers

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

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

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

    <p>The need for governance mechanisms</p> Signup and view all the answers

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

    <p>Various techniques, strategies, and tips to craft effective prompts</p> Signup and view all the answers

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

    <p>Acquiring practical skills in prompt engineering</p> Signup and view all the answers

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

    <p>Mastering the art of writing prompts</p> Signup and view all the answers

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

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

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

    <p>Incorporating generative AI into an organization</p> Signup and view all the answers

    What does reinforcement machine learning involve?

    <p>Improving performance based on feedback from the environment</p> Signup and view all the answers

    What is the main purpose of backpropagation in deep learning?

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

    What distinguishes supervised machine learning from unsupervised machine learning?

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

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

    <p>Understanding the socio-cultural context of language usage</p> Signup and view all the answers

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

    <p>To enhance the creative capabilities of AI systems through generative models</p> 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?

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

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

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

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

    <p>Understanding statistical analysis techniques</p> Signup and view all the answers

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

    <p>Mastering interpretability and explainability in AI models</p> Signup and view all the answers

    What distinguishes supervised machine learning from reinforcement machine learning?

    <p>Supervised learning uses labeled training data, while reinforcement learning improves performance based on feedback from the environment.</p> 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)?

    <p>Supervised Machine Learning</p> Signup and view all the answers

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

    <p>Processing inputs and fitting weights to generate an output</p> Signup and view all the answers

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

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

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

    <p>Supervised Machine Learning</p> Signup and view all the answers

    What is the main purpose of backpropagation in deep learning?

    <p>Fitting weights to generate an output</p> Signup and view all the answers

    What does Reinforcement Machine Learning involve?

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

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

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

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

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

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

    <p>A conceptual grasp of the technical side of AI.</p> Signup and view all the answers

    What is the goal of Julia Gottfriedsen at OroraTech?

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

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

    <p>Leveraging Generative AI’s application potential</p> Signup and view all the answers

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

    <p>To gain practical skills in prompt engineering</p> 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?

    <p>Gaining insights into the applications and implications of Generative AI</p> Signup and view all the answers

    What distinguishes supervised machine learning from unsupervised machine learning?

    <p>The availability of labeled training data</p> Signup and view all the answers

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

    <p>Understanding both the business and technical aspects of incorporating LLMs</p> Signup and view all the answers

    What does reinforcement machine learning involve?

    <p>Learning from a feedback loop to make better decisions</p> Signup and view all the answers

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

    <p>Crafting effective prompts for LLMs</p> Signup and view all the answers

    What is the main purpose of backpropagation in deep learning?

    <p>To update the model’s weights by calculating gradients</p> Signup and view all the answers

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