Question One: Artificial Intelligence
Assessment Task: Robotics and AI Evaluation
Robots taking over the world! Or at least we are in an era of experiencing the disruptive nature of technology, organizations, governments and nations. This asks the question of what impact technology and automation will have on our jobs now and into the future.
For example, many robotics and artificial intelligence tools and techniques are being used successfully in industry now, and many have the potential for expanded use. Exploring how robotics and AI have been integrated by other companies gives you an insight into the type of processes and activities it is facilitating.
Aim
In this assessment task, you will research examples of robotics and AI innovations in your choice of industry, sector or business (you can use your current business if you wish) and evaluate the role that robotics and AI will have for your industry, sector or business and considering what you can learn from the current integration of robotics and AI technologies.
Tasks
1) Read the PWC report, The robots are coming: Are CEOs ready for the era of automation? (Links to an external site.) And the report from the Information Technology and Innovation Foundation (ITIF) on Robotics and the Future of Production and Work (Links to an external site.). This will help in establishing some background on the current playing field of digital disruption and Industry 4.0.
2) Briefly define robotics and artificial intelligence and provide an abbreviated history of robotics and AI.
3) Pick an industry, sector or business. It is perfectly acceptable to pick the business you are currently working for, whilst maintaining privacy and confidentiality. Provide some background and context, particularly in the current integration of robotics and AI technologies, of that industry, sector or business. Please refer to the two reports above, and supplement with additional information in establishing the current adoption of robotics and AI.
4) Please read the report from the Robotics Business Review, Humans less upset at being replaced by robots than by people (Links to an external site.). What impact would the disruption of robotics and AI have on your selected industry, sector of business? Consider the potential ethical and social consequences of using robotics and AI.
5) Next, explore AWS Robomaker + AWS ML/AI Services; IBM Watson; Microsoft Robotics Developer Studio (MRDS) + Microsoft Cortana/Azure; and one other robotics + AI development company of your choice. I would like you to evaluate, using criteria that you develop, the potential business value of these four companies and their robotics division on your selected industry, sector or business.
6) Design and develop an implementation process for the roll-out of robotics and AI in your selected industry, sector or business, referring to one of the companies evaluated in Step 4 above.
7) Finally, Robots as a Service (RaaS) is a recent trend according to Forbes (Robots As A Service: A Technology Trend Every Business Must Consider (Links to an external site.)). What impact do you think RaaS may have on the adoption and utilization of robotics for your selected industry, sector or business?
This response should be presented as a business proposal for the adoption of robotics and AI in your selected industry, sector or business.
The report has a 3,000-3,500-word limit; and requires at least 15 credible references (websites are acceptable, as long as you deem them credible) and your Turnitin result must be less than 10%.
In terms of a structure, I would recommend something along the lines of (feel free to modify):
- Title page
- Executive summary
- Table of contents
- Introduction
- Define robotics and artificial intelligence
- Discuss the history of robotics and AI (you might wish to do this via a timeline)
- Discuss the background and context of your selected industry, sector or business.
- Discuss the current integration of robotics and AI technologies in your selected industry, sector or business.
- Discuss the impact of robotics and AI on human workers in your selected industry, sector or business.
- Evaluate the four robotics and AI companies
- Recommend one of the robotics and AI companies
- Discuss your implementation process
- Discuss the impact of RaaS
- Reference list
You may wish to refer to the following articles as part of your report. However, it is anticipated that you also include some from your searches.
Everhard, J 2019 ‘How The Robotics Are Becoming Our Friends In The Office’, Forbes.com, Viewed 6/4/20 <https://www.forbes.com/sites/johneverhard/2019/02/26/how-the-robotics-are-becoming-our-friends-in-the-office/#7ff23c2e1a0d (Links to an external site.)>
Gaskell, A 2020 ‘What Impact Is Robotics Having On The Labor Market?’, Forbes.com, Viewed 6/4/20 <https://www.forbes.com/sites/adigaskell/2018/04/04/what-impact-does-robotics-have-on-the-labor-market/#2242087d5d00 (Links to an external site.)>
Howell, D 2020 ‘ Would You Work With A Robot?’, Forbes.com, Viewed 6/4/20 <https://www.forbes.com/sites/davidhowell1/2020/02/28/would-you-work-with-a-robot/#5e0053e23482 (Links to an external site.)>
Lawton, J 2018, ‘The Role Of Robots In Industry 4.0’, Forbes.com, Viewed 6/4/20 <https://www.forbes.com/sites/jimlawton/2018/03/20/the-role-of-robots-in-industry-4-0/#3563820a706b (Links to an external site.)>
RBR Staff 2019a ‘Study: Humans Less Upset at Being Replaced by Robots Than by People’, Robotics Business Review, Viewed 6/4/20 <https://www.roboticsbusinessreview.com/news/study-humans-less-upset-at-being-replaced-by-robots-than-by-people/ (Links to an external site.)>
RBR Staff 2019b ‘Why Humans Will Remain at Center of an Automated Workforce’, Robotics Business Review, Viewed 6/4/20 <https://www.roboticsbusinessreview.com/ai/why-humans-will-remain-at-center-of-automated-workforce/ (Links to an external site.)>
Vari, G 2020, ‘Why Robots Will Save Your Career, Not Destroy It’, Forbes.com, Viewed 6/4/20 <https://www.forbes.com/sites/forbestechcouncil/2020/04/02/why-robots-will-save-your-career-not-destroy-it/#783fc5bc40cb (Links to an external site.)>
Question Two: CSE5ML: Machine Learning – Assignment Part 1
Problem Description The MNIST database of handwritten digits (from 0 to 9) has a training set of 55,000 examples, and a test set of 10,000 examples. The digits have been size-normalized and centered in a fixed-size image (28×28 pixels) with values from 0 to 1. You can use the following code with TensorFlow in Python to download the data. from keras. datasets import mnist (x_train, y_train), (x_test, y_test) = mnist. load data() Every MNIST data point has two parts: an image of a handwritten digit and a corresponding label. We will call the images � and the labels �.
Both the training set and test set contain � and �. Each image is 28 pixels by 28 pixels and can be flattened into a vector of 28×28 = 784 numbers. As mentioned, the corresponding labels in the MNIST are numbers between 0 and 9, describing which digit a given image is of. In this assignment, we regard the labels as one-hot vectors, i.e. 0 in most dimensions, and 1 in a single dimension. In this case, the �-the digit will be represented as a vector which is 1 in the � dimensions. For example, 3 would be [0,0,0,1,0,0,0,0,0,0]. The assignment aims to build NNs for classifying handwritten digits in the MNIST database, train it on the training set and test it on the test set. Please read the following comments and requirements very carefully before starting the assignment:
1. The assignment is based on the content of Labs.
2. In Lecture 1, we talked about the use of training set, validation set and test set in machine learning. In the assignment, you are asked to train the NN on the training set and test the NN on the test set, instead of doing the two steps on the same data set as what was done in Lab 5. You do NOT need the validation set in the assignment.
3. In the assignment, the performance of a NN is measured by the its prediction accuracy in classifying images from the test set, i.e. number of the correctly predicted images / number of the images in the test set.
4. You are asked to model THREE NNs by changing the architecture. For example, you may change the number of layers, use different type of layers, and try various activation layers.
5. You are encouraged to repeatedly train and test your NNs with different parameter setting, e.g. learning rate.
6. Your report MUST at least contain the following content a. Names and student numbers of all group members;
Question Three: Assessment report
Assessment 5: Report
Due date: | Week 12 |
Group/individual: | Individual |
Word count / Time provided: | 2500 Word |
Weighting: | 30% |
Unit Learning Outcomes: | ULO1, ULO2, ULO3, ULO5 |
Assessment Details:
The risk to organizations from attack has increased exponentially. Threats can occur at any point on the internet where there is a potential weakness that hackers can exploit using different types malware.
Blockchain technologies is one of the most popular in recent years, it has already changed people’s lifestyle in some area due to its great influence on many business or industry, and what it can do will still continue cause impact in many places. It changed the way organizations operate both within Australia and globally. Blockchain is valuable to the economy, organizations need to understand how it works. In this assignment, you have to study and evaluate the security issue and challenges related to Blockchain by writing a report to discuss the follows:
- Introduction of blockchain technology.
- The working mechanism of blockchain 3. Application the blockchain can support.
- Demonstrate how the confidentiality, integrity and availability (CIA) can be achieved using the blockchain. Support your discussion with examples.
- Discuss the support hashing technique provides in the implementation of the blocks in the blockchain. Support your discussion with block diagrams.
- Highlight the capabilities and limitations of blockchain technology
- Discuss the future of blockchain technology in business and particularly in banking industry.
- Summary of your report 9. References in Harvard style.
In completing this assessment successfully, you will be able to understand and investigate the recent information security technology and challenges, which will help in achieving ULO-1, ULO-2, ULO-3, and ULO-5, this in turn will help you in achieving CLO-1, CLO-2, CLO-3, CLO0-4 and CLO-9.