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Future challenges in computer science

  1. FUTURE CHALLENGES IN COMPUTER SCIENCE Prepared by SEMINAR LINKS
  2. ABSTRACT • Computer science is faced with many challenges as the digital universe expands. • From mobile and cloud computing to data security, addressing these issues can require large, structural changes, but an examination of these problems can lead to organizational solutions and improvements in the world.
  3. CHALLENGES IN COMPUTER SCIENCE • More employees and customers are using mobile technology. A switch to cloud services and an emphasis on mobile platforms are essential. • The Internet’s infrastructure will need to be updated to match the “New Internet.” • 80% of security professionals rated data leaks and exposure of sensitive information as the highest concern.
  4. STEPS TOWARD SOLUTION Changing the architecture of organizational networks can seem daunting. Below are suggested steps. • Identify and remove bottlenecks, improve routing patterns, and utilize better servers. • Use software-defined networking to allocate resources and increase data efficiency. • Change 10GB fiber optic cables to 100GB.
  5. Always connected Always ON Always with us Convenience Local based service Payments Ticketing Used by Global Population Limited Battery Power Limited Computing power vs PC MOBILE COMPUTING
  6. BENEFITS OF CLOUD COMPUTING Data Storage Accessed Anywhere Computing On-Demand Auto Scaling Fault Tolerance Save Money
  7. MOBILE COMPUTING CLOUD COMPUTING Applications and services available in the cloud are becoming increasingly available, and are expected to continue to evolve and adapt MOBILE CLOUD COMPUTING
  8. BENEFITS OF MOBILE + CLOUD COMPUTING Makes mobile devices more powerful by allowing them access to cloud resources 1 Clouds are accessible by mobile devices Faster loading of apps -Longer Battery Life2 CHALLANGES OF MOBILE + CLOUD COMPUTING 1 Seamless working integration of Mobile and Cloud 2 Protecting mobile user’s location data is a privacy sensitive issue Point where hackers can take advantage of
  9. INTERNET OF THINGS
  10. Internet of Things is an infrastructure of uniquely identified objects in the internet or tied to the internet, such as with RFID or QR codes – both of which are becoming more prevalent with mobile devices USEFUL BENEFITS OF INTERNET OF THINGS Examples of “things” or machines communicating with each other (M2M) that would contribute to the Internet of Things include almost anything that can be attached with a sensor, be it short range or long range from smartphones to cars to satellites. By 2020,it is projected that there could be up to 100 billion uniquely identifiable objects connected to the internet
  11. THE NEW INTERNET Better Health Care CHALLANGES The current Internet was not designed for the scale and dynamic nature of the Internet of Things
  12. SECURITY & PRIVACY
  13. Malware ApplicationVulnerability MobileDevices Hackers CloudBased Services Cyber Terrorism Hacktivists 69 56 49 6667 44 43 TOP THREATS Top threat and vulnerability concerns shared by security professionals due to the rise in technology
  14. 4 OUT OF 5 Sensitive data leaks The exposure of confidential information to unauthorized systems are highly significant concern The advent of the Internet of Things will also bring a considerable need for increased security measures for privacy and confidentiality concerns Visit www.seminarlinks.blogspot.com to Download
  15. NETWORKING & SPEED
  16. With the rapidly growing data traffic comes an increased need for speed, scale and mobility Solution 1 Smaller simpler solutions include identifying and removing bottlenecks, improving bad or sloppy routing paths and utilizing better servers with improved space and bandwidth usage Solution 2 Another solution to use the network smarter with the help of software-defined networking that allocates network resources and increases data efficiency Solution 3 When both of those are exhausted and the rapid data growth exceeds the speed and resources available now, there will be calls for changes to the global networking architecture- changing the 10GB fiber optic cables to 100GB fiber optic cables
  17. BIG DATA Big Data is so massive that it outpaces human understanding and technology AND THE DIGITAL UNIVERSE
  18. BIG DATA AND THE DIGITAL UNIVERSE As organizations improve networking and infrastructure, an explosion of data will lead to more problems with rewarding solutions. • By 2020, the digital universe will grow from 130 to 40,000 Exabytes. • The data that requires protection will grow by 40%. • Data will become more complicated and harder to secure, store, and analyze.
  19. 33% The International Data Corporation (IDC) Estimates that by 2020 as much as 33% of the digital universe will contain information that might be valuable if analyzed HOW BIG IS 1 EXABYTE ? 1 Exabyte (EB) is equal to 1 Billion Gigabyte (GB) 2005 2016 2020 130 Exabyte 1300 Exabyte 40,000 Exabyte 40 Trillion Gigabytes if distributed to world’s population in 2020 40,000 Exabyte is equal to 40 Trillion GB That’s more than 5,200 GB for every man, woman and child ! Digital Universe
  20. DATA MINING Improving data mining tools and techniques will be essential in order to improve processing and analyzing the information available in Big Data TYPES OF DATA ARE BECOMING MORE COMPLEX Unstructured text, audio, video, and other forms ACCESSING DATA IS CHANGING Clustered databases both for storage and access are emerging
  21. CHALLENGES OF DIGITAL UNIVERSE AND BIG DATA Cloud Computing • 40% of information in the Digital Universe “Touched” by Cloud Computing providers by 2020 • High cost of implementation • Integration with existing architecture • Data loss, security and privacy risks • Interoperability • Risk of intellectual property theft Security By 2020,the data that requires protection is growing faster by 40% than the Digital Universe itself Networking Heavy Network Load
  22. DATA VISUALIZATION • Big Data is still so large that it poses problems, such as dealing with and attempting to compare a large percentage of unique values • Learning new software specially designed to efficiency deduce insight • Learning new machines that derives knowledge from Big Data. • New 3D imaging techniques and immersive telecommunications may play a part in helping to visualize Big Data and glean insights Visualization has been shown to be an effective tool not only for presenting essential information in vast amounts of data but also for driving complex analysis.
  23. CHANGING THE WORLD While the problems facing computer science and Big Data are paramount, these issues can lead to opportunities within bioinformatics and health care to improve the world. • Improved experiments and advances in data visualization and health technology are leading to insight into cancer and rare diseases. • Genomics is helping researchers understand genetic diseases and could result in profound improvements in treatment.
  24. IMPROVING THE WORLD’S HEALTHCARE Just as the rest of the world is producing large amount of data, improved experiments and health technology are producing more data that is too complex for traditional data analysis. CLINICAL ARCHIVING : helps accurate diagnosis unnecessary procedures. Each year more than 600 million diagnostic images are taken in the U.S. alone. Diagnostic images are X-Rays, MRIs and CT scans. PREVENT HOSPITALIZATION :Big Data predicts when you are likely to get sick; track patients and advise you so as not to get so sick. PREDICTING OUTBREAK :Early identification contain its spread and allocate resources more effectively
  25. CHALLENGES OF UNIQUE HEALTHCARE HUMAN ERROR: Large fraction of critical data still rely heavily on human entry who unintentionally and intentionally introduce systematic errors DATA FRAGMENTATION: Incomplete data are common in clinical practice. Incomplete data, like inaccurate data can be harmful to patient care
  26. REFERENCES • Based on MSCS Infographics New Jersey Institute of Technology(NJIT) • graduatedegrees.online.njit.edu/mscs-resources/mscs- infographics/future-challenges-in-computer-science Visit www.seminarlinks.blogspot.com to Download Prepared by SEMINAR LINKS
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