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Deep Learning The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning.
It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames.
Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.
View at site Textbook for the application of Bayesian decision theory The dramatic growth in practical applications for machine learning over the last ten years has been accompanied by many important developments in the underlying algorithms and techniques.
For example, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic techniques. The practical applicability of Bayesian methods has been greatly enhanced by the development of a range of approximate inference algorithms such as variational Bayes and expectation propagation, while new models based on kernels have had a significant impact on both algorithms and applications.
Pattern Recognition and Machine Learning This completely new textbook reflects these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning.
It is aimed at advanced undergraduates or first-year PhD students, as well as researchers and practitioners. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.
The book is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics. Extensive support is provided for course instructors, including more than exercises, graded according to difficulty. For example, a graphic designer might own a laptop but use a large monitor or multiple monitors with a desktop computer.
If you are moving into sales, you might use a netbook or a tablet PC. What is your preference? It can be is difficult to begin using a program or operating system that is different from what you are used to using. Yet, it is easier to learn to use a computer now than it used to be, and likewise it should be even easier in the future. Think about sources for tutorials for the various operating systems. Are there videos on YouTube or from the manufacturer that you can use to learn?
How do you best learn: Employees should not take advantage of the employer. What guidelines would be reasonable for personal use of equipment provided by the employer? Exploring Monitors You have been asked to help edit video for a friend. You have a great notebook computer, which is powerful enough to handle this type of task, but you need to download a separate LCD monitor to hook up to your computer and are not exactly sure what to download. Research five different monitors that would fit your needs.
Create a table that lists each monitor and its specifications, including display type, screen size, aspect ratio, native resolution, and response time. Also list the types of ports and connectors the monitor has. Note whether each monitor has HDMI. Why would HDMI capability be important or not important?
Research two LED monitors. Would an LED monitor be a viable option? Explain which of the five monitors would best suit your needs and why. Guide students to address questions like these in their responses: What brands did you find? Were you surprised that you were able to find so many monitors that could satisfy the request? What stores carry these monitors? Are there any special warranties or Is HDMI something that you require? Why is this format something you might want?
Does the LED monitor have the minimum capabilities that you require? Is this within your budget? What kinds of stores carry this device?
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Are you able to use this instead of the other monitor? Communications Devices You have been assigned to create podcasts for the department in which you work.
The podcasts will involve interviews and personal reflections, as well as capturing sound from groups of people.
Investigate the best microphones for these jobs. Which type of microphone would work best for each type of function? Is there a microphone that could be used for all needs? If so, which one?
Would downloading one microphone be more economical than downloading three different mics? Students could research the types of microphones best used in interview situations.
Bidirectional, unidirectional, omnidirectional, or clip-on microphones might be mentioned with an explanation of why they were selected or rejected for the project. Whether to use one or more microphones and cost considerations could be noted. Some students may wish to have multiple microphones simply because having a back-up can save a lot of time if there is a problem with a microphone.
Choosing the Best Laser Printer You are looking to replace your inkjet printer with a laser printer. What are the cost considerations between getting a laser printer and a color laser printer i.
Investigate wireless and Bluetooth options. What are the considerations involved with regard to these features?
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Investigate all-in-one laser printers that have printer, scanner, and fax capabilities. How much more expensive are they than laser printers? Are there any drawbacks to these multi-purpose machines? Do they perform each function as well as their stand- alone counterparts do?
Can you print in color on these machines? Based on your research, which printer would be your choice, and why? What costs are most important to you: Is the printer you want Energy Star certified or green?
Will you have to download anything else to use a printer in your home? Do you have a less expensive option by choosing a multipurpose device versus a laser printer? Are these devices available in wireless versions? Is there a brand preference for any of these machines?
Depending on your situation, students could share their research findings and recommendations with the class. Computer of the Future Think about how mobile our computing devices have become and the convergence of different devices such as cameras, phones, and computers. What do you think the computer of the future will be like? Do you see desktop computers becoming obsolete in the near future?
What is the ideal computer in your mind? Are science fiction movies and television shows showing you potential future tools and machines? What would you want in your computer? What would be the capacities and how would you interact with it?
Like an iPod Touch or iPhone, the display is multi- touch and can accept simultaneous input from multiple users, so the table monitor can be helpful with games or other products that require interactivity. Microsoft launched a product called Surface in , and although it never really took off, you see similar devices features on some TV crime-fighting shows as detectives manipulate crime evidence and photos.
Why do you think this device never really captured the interest of the public? Would this be a useful object to have in your home, classroom, or office? Has the launch of the iPad and other tablet devices made this type of device a future reality? Do you see any use for this in education, business, or the home? What if the device was a vertical see-through glass monitor with the same capability?
External Storage Hard drives are great for storing data and information on your computer, but there are many reasons why you might want to have alternate storage devices.
List various external and mobile storage devices that are discussed in this chapter, and describe the purposes and uses of each one. Note which of these device types you currently use, and for what purpose. Note also the device s you might have a need to use in the next year or so.
Various storage options should be considered, looking at both advantages and disadvantages of each. Students might include portable devices, permanent devices, and cloud storage. What is the capacity of each option? How vulnerable to loss is each option? How certain can you be that your data is always protected from any outside intrusion? When you put your data into the cloud, is it still safe? Do you still have complete ownership? How often do you need to back up the data?
Is there an easier alternative that involves having a portable hard drive or another backup service? Ethics Violations Review the Ethics piece in this chapter. Which of the Ten Commandments of Ethical Computing do you think your classmates have violated? Why do you think these violations occur, and what do you think could be done to reduce or eliminate such unethical behaviors?
Responses will cover a wide range of viewpoints and perspectives. Students should become aware that not everyone has the same views and beliefs about these issues. In various situations, some may be certain that an ethics violation had occurred while others may question whether any violation has even occurred. When feasible, a class discussion could help students in learning about opinions that do not match their own.
They are now able to parallel park by themselves, avoid collisions, alert you if you are falling asleep at the wheel, provide emergency response, and sense if you are going to back up over something What other technical advances do you see cars incorporating?
Do you think that any of these current or potential advancements could result in unexpected negative consequences? If so, what? Use the Internet to research this type of technology. Compare features of current offerings. Which is NOT important to consider when downloading a printer? Paper 5. Duty cycle c. Cost of consumables d. Resolution 9. Which type of microphone is best for recording a single voice? Omnidirectional b.
Bidirectional c. Unidirectional d. All of the above What type of storage device can you use to transfer digital data between your computer and devices such as digital cameras?
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Flash memory card b. Optical drive c. Connectivity port d. Data and information are interchangeable terms T 2. The hard drive is an example of a nonvolatile storage device. Ergonomics is important only with desktop computers, not mobile devices.
Study Abroad You are preparing for your semester abroad in an immersion program in France. All the work you turn in will be written in French. What options do you have to incorporate an international keyboard into your notebook computer? Responses will vary, depending on student preferences. The International Keyboard can be activated on a Windows computer from the Control Panel, with six versions of French keyboards available including Canadian and Swiss.
If possible, students could contact previous participants in the immersion program and discuss their recommendations. Watching Device Demos YouTube is a great resource for product demonstrations. Open your browser, navigate to the YouTube Web site www. How helpful are these demonstrations?
Make a video demonstration of a computing device you have and post it to your course management system, or present it to your classmates as specified by your instructor. The videos on YouTube have made it a go-to site for students looking to learn more. If you ask students to evaluate a demonstration they watch on YouTube, they might respond by describing how helpful the video was, whether more than one brand was demonstrated, how old the video was, if troubleshooting tips were included, and whether anything was left out that the students believed was important.
If you ask students to create a demonstration video, a word of caution is in order. For the content, think what you would want to share with another future user about a device that you use regularly. What do you use it for and how has it benefited you? Also, make sure that there is some uniformity and quality to creating the video, perhaps with everyone using the same type of recording device such as a Flip recorder or a digital camera, with video capability and tripod.
Communicating with the Computer You are involved in many group projects at school. Between your work, your classes, and other outside responsibilities, you are finding it difficult to always meet in person. Investigate the devices you would need to be able to have virtual group meetings. To get students started, have them research the options for a new user of VoIP.
In their analysis, consider these questions: What devices are needed? Do they need to download new equipment or do they have the capacity in their computer already?
Does it require a lot of training to use or is it simple? Can free software be used? Will there be any monthly expense? How will this choice compare to other communication options? Facebook offers networking options and Skype is another option.
In addition there is software which allows group input on a single document. Devices needed include a camera and microphone. Your parents just bought a new computer and are giving you their old PC monitor. You need a new TV for your dorm room, so you decide to give it a try.
What does your monitor need to retrofit it into a TV? What other devices do you need? How much will it cost? Is this something you would consider doing? Why or why not? Could you turn it into a monitor? If so, what would you need to do that?
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In analyzing this possibility, guide students to ask questions and seek answers such as the following: How simple or complicated is this process? Would computer upgrades be needed?
What kinds of channels can be viewed? Is a digital TV converter box needed? Can a remote control be used? What is the cost? Use the Internet or Sunday newspaper advertisements to find the cost of a comparable size TV. Would students recommend downloading a TV or retrofitting the monitor?
What would you do in this situation? Would the students recommend downloading a new monitor instead? No screen sizes are mentioned in the question, and this will influence student decisions.
Using the Web, research the following: Does your PC have these certifications? What toxic components are contained in computers and monitors?
Where can you recycle computers and monitors in your area? Check out www. If your school had to replace computers in a lab, which environmentally friendly company would you recommend? In considering these issues, students should be aware of a variety of viewpoints. Questions to ask include: How does each of these certifications impact the environment? Do you look for the Energy Star certification when downloading equipment other than computers and peripherals? Would you consider a product that does not have one of these certifications?
How are companies communicating to you that they have a commitment to green manufacturing and recycling of their components? How would you dispose of existing computers?
Is there a green alternative that would allow you to offer the computers to students at a reduced cost because they are used? Typically, electronic items cannot be recycled at as many places as other items.
What ways can you recycle these kinds of items in your area? Also, just because you are done with the item does not always mean the item is worthless. Are there organizations that could benefit from your older electronics, such as a day care facility, elder care facility, church, or other group?
Given the toxic items inside these devices, what is the proper handling of their disposal? Some electronic recycling is shipped to other countries for disposal and it actually poses a health and environmental hazard to the residents. How can you be sure that your recyclables are going to be disposed of properly?
What criteria would you use in selecting a recycling company for their school to use? Backing up Your Work You have embarked on a position as a freelance editor. You will be using your own computer. Until now you have not worked too much about backing up your data.
Research the various backup options that are available including online backup, external hard drives, and portable flash storage. What are the size limitations of each? What are the initial and ongoing costs of each?
How frequently do the various options allow you to perform backups? Which option would you choose and why? Losing data creates a horrible situation.Embed Size px.
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