Real Time Big Data Processing With Machine Learning

Real Time Big Data Processing with Machine Learning On Real Estate Business ABSTRACT Real Time Big Data Processing with Machine Learning On Real Estate Business By Jasleen Kaur Raghav Munjal Shubham Rajvanshi Della Sivakumar Data is a powerful weapon as well as a resource. Having data does not make you powerful but what you do with it makes all the difference. Companies like Amazon, eBay and Netflix are already using data to predict user behavior and utilizing that to increase their revenue. But processing data in real time is not an easy task. The data today has great volume, is veracious in nature and is increasing at an enormous rate and hence has been given the term Big Data. There is a constant research going on to find a solution to process such huge amount of data in real time. The Hadoop based batch processing is a powerful tool for analyzing data offline. But it fails to process anything in real time. Highly sensitive situations like crediting card fraud detection, networking fault prediction; threat detection and so on cannot be postponed for an offline analysis. Situations like these need instant results because if something is not done to mitigate a potential threat in real time, the damage may be catastrophic. The goal of this project is to come up with a scalable and efficient solution which can process heterogeneous data in the most simplified design possible in real time. Existing solutions are either not scalable or approach one kind of data and inShow MoreRelatedBig Data Vs Mapreduce Framework984 Words   |  4 PagesBig data has received popularity as datasets which are large that cannot be easily managed by the traditional relational databases. Big data deals with high volume, variety and velocity of data. However, if traditional relational database schemas are applied to big data, the large volume of datasets cannot be processed and managed by these traditional techniques. The notable solution to manage and process the data is MapReduce framework. MapReduce is programming model which programming model whereRead MoreWhat Is The Tools And Architecture For Big Data Chapter Summary1391 Words   |  6 PagesBig Data Now : 2016 Edition is a collection of big data and data science blogs and excerpts written by various O’reilly authors. It brings forward the knowledge of executing big data project and creating scalable solutions. The key themes discussed in the book are: 1) tools and architecture being used for powerful storage or processing of high volume streaming data; 2) how companies are moving from traditional warehouses to managed cloud services, building data pipelines and optimizing the hardwareRead MoreComputer Science That Has Evolved From Pattern Recognition And Computational Learning Theory1309 Words   |  6 Pages‘Machine Learning is a sub discipline of Computer Science that has evolved from Pattern Recognition and Computational Learning Theory.’ ML is akin to Data Mining in the sense that both approaches look for patterns in the data set and while the former trains the program to better its understanding, the latter focuses on extraction of data for human comprehension. A typical application employing ML would involve the design and construction of an algorithm where the program is trained through huge samplesRead MoreThe Internet Of Things ( Iot )1292 Words   |  6 PagesRoche ster Institute of Technology Real-Time and Embedded Systems SWEN 563 / CMPE 663 / EEEE 663 Graduate Paper Review Report ON â€Å"Efficient Embedded Learning for IoT Devices† Submitted by: Rohan N. Dhamdhere, rnd7528@g.rit.edu I. Introduction The Internet of Things (IoT) helps us sense meaningful data from the physical world. In recent years, its ability to sense the data has increased tremendously, which increasesRead MoreEssay On Decision Tree1412 Words   |  6 Pagesacquiring multiple data from sensors, robots, live stream, social media, etc. The concept of inte- grating these various data from multiple sources and processing it using multilevel databases is referred to as big data. Till today, there have been various developments in smart farming using image processing, data mining, IOT, etc. but as of now, Machine Learning is the industry which is emerging at a rapid pace. There has been an increasing demand related to real time applications inRead MoreNeural Stack Essay1175 Words   |  5 PagesNeural stack is a type of data structure. Neural network helps in learning push and pull the neural network by using the back propagation. There are some of the pre-requisite of this understanding of neu ral network in general. It is better if we understand how neural networks will help to push the stack on sequences and pull off it in a reverse order. It is better to have a sequence to be pushed over 6 numbers by popping 6 times and pushing it over 6 times and reverse the list in correct sequenceRead MoreThe Importance Of Big Data809 Words   |  4 Pagesamount of unstructured data collected is humungous. This unstructured data is of no use if it is not properly processed, analyzed and evaluated. Using this data for the betterment of mankind is what most of the largest companies like Google, Facebook, Amazon, Netflix and much more are targeting. Big data is a term for datasets which are so large and complex that traditional database systems such as MS SQL, MySQL, etc., are incapable of handling them. It is not the amount of data that is important, butRead MoreBenefits Of Using Predictive Analytics Software1098 Words   |  5 Pages†¢ Enhanced use of freely available data. †¢ Building new products and services supplemented with Big Data analytics and privacy by design, developing products adapted to European privacy standards . The power and opportunity of big data applications used well, big data analysis can improve economic productivity, drive improved consumer and government services, prevent terrorists, and save lives. Examples include: †¢ Big data and the rising â€Å"Internet of Things† have made it possible to merge the manufacturingRead MoreBenefits Of Using Predictive Analytics Software1097 Words   |  5 PagesEnhanced use of freely available data. †¢ Building new products and services supplemented with Big Data analytics and privacy by design, developing products adapted to European privacy standards . The power and opportunity of big data applications used well, big data analysis can improve economic productivity, drive improved consumer and government services, prevent terrorists, and save lives. Examples include: †¢ Big data and the rising â€Å"Internet of Things† have made it possible to merge the manufacturingRead MorePredictive Analysis Model1387 Words   |  6 Pagesgrowth rate of data are rapidly accelerating and affecting all areas of technologies by increasing the benefits to the society. The data collected from different wireless sensor network can be modeled using different predictive modeling techniques. This paper listed different IoT data based predictive models and their comparison to understand the usage of model for the energy use of appliances. Specific prediction techniques include Multiple Linear Regression (LR), Support Vector Machine for regression

An Annotated Bibliography Of Writing - 881 Words

This semester in English 102, I can definitely say my time was well spent. Each assignment that I completed benefited me as a student so that I could become a better reader and writer. With the skills I learned in this class, I will use them to my advantage in future English courses and other educational endeavors. Being able to read, write, research, and think are important skills to have in order to be successful in any area of study. Nevertheless, I believe that by taking this class I was able to reinforce and expand on my skills I took away from English 101. When I first entered this class, I felt like I had a strong grasp on the concepts I was taught it English 101 to be successful. I was already familiar with MLA quoting and works cited because my previous instructor was very stringent when it came to citing and formatting things correctly. I also had a pretty good understanding of an annotated bibliography and how to write one since I did it in English 101 and in high school. Researching was another area I felt confident in because I spent a great deal of time in previous English classes and other courses evaluating and critiquing different sources. For example, coming into this class I knew about the Academic Search Premier and LexisNexis databases being good starting places to find credible sources. As far as terminology goes, I had common knowledge on the elements of literature and drama terminology such as conflict, plot, character, setting, imagery, and irony.Show MoreRelatedAnnotated Bibliography On Writing Across The Curriculum1558 Words   |  7 Pages Annotated Bibliography Writing Across the Curriculum EDU 630 Fall 2014 Karen Tootle William Carey University The concept of writing across the curriculum (WAC) is a contemporary movement founded on the belief that writing in all content areas improves not only writing skills, but also increases content knowledge. In recent years, pressure from increased rigor on standardized tests and the push toward Common Core has created a shift in education. The days of memorizing and â€Å"drill andRead MoreHumn 101 Writing Assignment: Exhibition And Annotated Bibliography1948 Words   |  8 PagesHUMN 101 Writing assignment: Exhibition and annotated bibliography spring 2017 How can art make an audience listen? Sonny Assu sets a prime example of getting a viewer s attention, in his piece â€Å"The Away Teams Beams Down to What Appears to be Unlimited Planet,†2016 displayed at the Vancouver Art Gallery. The following writing will talk about Sonny Assu as an artist and the social historical context of the work. Sonny Assu was raised by his grandparents in North Delta, British Columbia. HeRead MoreMy Reflection Of Writing1579 Words   |  7 Pageswrote three essays; a review essay, annotated bibliography, and a research paper. As I wrote these essays I learned what they were, why they are written, and why people use these to obtain information. Throughout this course I enjoyed writing the essays and learning new things from what I was writing about. Although some were not easy I still took my time and made sure they were perfect in my eyes. While taking this class I learned a new perspective of writing these specific papers that I did notRead MoreAcademic Research Reflection1203 Words   |  5 Pagesresearch paper more concrete and thus provides more depth to the analysis. Hence, several universities and accredited academic institutions have developed the process of referencing books and scholarly articles of researchers. Moreover, an annotated bibliography is a referencing process whi ch includes a list of references along with a summary of the article or book that has been used. Explanation of the article should be conducted in 8-10 sentences ensuring that the summary is brief so that the readerRead MoreReflection Paper About Movie Review1058 Words   |  5 PagesAcademic Writing has been a long process of writing, editing, and making sure I develop enough writing skills since I will always use them no matter what career path I choose to take. Throughout this semester I wrote papers in a different genre and how each genre needs special requirements. As a writer, I must think about the appropriate language, the audience, and the content of my paper. In English 160 I wrote various papers in different genres which include a film review, an annotated bibliographyRead MoreGraduation Speech : My Experience1594 Words   |  7 PagesThis class, UWP 104FY, has lead me to realize the areas I struggle in and how I overcame those struggles. When I entered this class, I la cked practice with writing and was unable to adjust my habits to accommodate the flow of this course. I had not written an essay, except for research papers, since my fall quarter of freshman year. It was especially hard for me to adjust my time to account for all the activities in the class. Since the course is a hybrid course, I only had one face-to-face meetingRead MoreHigh Level Writing Is Vital For My Current Standings As A College Student And My Future Endeavors988 Words   |  4 PagesHigher-level writing is vital for my current standings as a college student and my future endeavors. In order to receive positive responses on any papers or discussions, I must be able to properly write on a college-level. I have continuously worked on my writing skills throughout English 101 and 102 and hope the skills I have gained in these courses will prepare me to write on an intellectual level. Looking back at previous discussion posts, assignments, papers, and feedback from peers and myRead MoreReflection Of The Past Ten Weeks1047 Words   |  5 PagesComing into college I could not write in a proper, college way. I did not know how to properly cite sources that I used. This included in text citations and work cited pages. I also would write every essay in a five or six paragraph format instead of writing many shorter paragraphs. I finally did not know how to use commas or semicolons among many other grammar concepts. I also struggles with comprehending challenging passages. When I would read I would not understand what I was reading and would justRead MoreI Am A Foreign, Learning A Language, And An Argumentative Essay988 Words   |  4 PagesWriting has always been my greatest weakness throughout the years that i have been in school. Since I’am a foreign, learning a language was a challenging especially when my native language is completely different than English. Even though my communication skills have been improved dramatically since I have been he re in the United States, writing is the only skill that i need to improve. I have signed up to take English 110C for mainly two reason. The first reason is that it is a mandatory courseRead MoreMy Struggle with Writing Drafts Essay642 Words   |  3 PagesWriting drafts is something I struggle with every time I have to do an essay. It takes me over two hours to finish an introduction. Once done with the introduction the body of the essay easy until I get to the conclusion, which is when my struggle to complete the draft returns. I believe the introduction of a draft is one of the most difficult parts for me of writing a draft because it is hard to come up with ideas for the introduction. Then the conclusion is hard because I have to find a way

Sarbanes Oxley Act 2002 Free Essays

Anna Hendryx September 14, 2010 Acc. 201 Sarbanes-Oxley Act 2002 Extra Credit Report Frank Huber Introduction The Sarbanes-Oxley Act of 2002 was a piece of legislation that came into effect in 2002 which introduced major changes to the regulations of the many financial practices as well as corporate governance. This particular piece of legislation was named after Senator Paul Sarbanes and Representative Michael Oxley. We will write a custom essay sample on Sarbanes Oxley Act 2002 or any similar topic only for you Order Now In this paper I will be discussing the overview, intended purpose, and whether or not SOA was a success or failure. Overview The Sarbanes-Oxley Act of 2002 has been deemed as being the most significant change to securities laws since the 1934 Securities Exchange Act. The Sarbanes-Oxley Act was signed by President George W. Bush in 2002, and became effective on July 30th of that year. The Sarbanes-Oxley Act, which is often times referred to as â€Å"SOX†, was an act that set forth records management as well as retention policies for all public companies. This particular act was enacted in response to corporate scandals that involved large corporations, the Enron scandal being one of the more popular. Anand, 2004) The Sarbanes-Oxley Act requires all financial reports to include an internal control report. What an internal control report is designed to do is to show the company’s financial data accurately. Companies have confidence in these particular reports because its adequate controls are in place at all times in order to safeguard financial data. All year-end financial reports must always c ontain an assessment of the effectiveness of all internal controls. (Anand, 2004) Intended Purpose The intended purpose of the Sarbanes-Oxley Act was passed in the spot light of major corporate scandals. What a lot of these scandals had in common were that they engaged in skewed reporting of selected transactions. For example companies such as Enron, Tyco, and WorldCom misrepresented a variety of questionable transactions which ultimately resulted in very large losses for the stakeholders, of the companies, as well as a crisis in investor confidence. (Green, 2004) It was thought of by Congress that the Sarbanes-Oxley Act would address the problem by aiming to enhance corporate governance as well as to strengthen corporate accountability. Some of the ways that the Act does this is; it formalizes and strengthens internal checks within corporations. It has instituted various new levels of control and sigh-off which is designed to ensure that financial reporting exercises the full disclosure and that corporate governance is transacted with full transparency. (Green, 2004) Has the Sarbanes-Oxley Act been a success or a failure? This particular question is very debatable among different people. I would like to include both sides those who think that SOA has been a failure, and those who feel that SOA has been a success. Those who tend to criticize the Act, often times claim that the Act is unnecessary, and is too expensive to implement. The most overbearing of all the criticizers of the bill claim that not only did the Sarbanes-Oxley Act fail, but also with its so called mission to ensure honest financial record keeping and disclosure but that it has also stifled new business development in the United States. Those who have deemed the SOA as being a success believe that more precise financial statements that are now being prepared for public companies allow the shareholders a greater confidence in regards to their investments. Green, 2004) Conclusion In conclusion having the opportunity to do this paper, has really taught me a lot about the Sarbanes-Oxley Act. Before doing the research I can honestly say that I had no idea what it was. My feelings on this Act is that I would more so deem it a success more than a failure for the simple fact that it allows shareholders of large corporations that added confidence and comfort when it comes to dealing with their investments. Also, it helps the internal controls of companies which ultimately provides them more tools to stop fraudulent activity. References: Anand, S. (2004). The Sarbanes-Oxley guide for finance and information technology professionals: by Sarbanes-Oxley group. Clifton, New Jersey: CLA Publishing. Green, S. (2004). Manager’s guide to the Sarbanes-Oxley act: improving internal controls to prevent fraud. Hoboken, New Jersey: John Wiley and Sons Inc. How to cite Sarbanes Oxley Act 2002, Papers

Case Study Conflict of Interest

Question: Discuss about theCase Studyfor Conflict of Interest. Answer: Introduction: Case study discusses about the conflict of interest arising from the response made to the IT department regarding the acquisition of resource planning system. Offer has been made by to two companies A and B. Offer made by company B is better than made by company A. However, offer made by company B is from general manager of company, who is Hardeeps friend. Company Bs software would eventually increase total cost as compared to company As software. The particular situation causes an ethical issue as Hardeep is in dilemma due to the proposal made by Mandeep regarding software acquisition. Discussion: In order to resolve this situation of ethical dilemma, the following values from ACS code of ethics should be followed and they are as follows: Honesty- concerning the scenario of case study 2, organization should be adhered societal values as being honest. This means that it will not knowingly mislead potential clients about the suitability of services or products (ACS - The Professional Association for Australia's ICT sector 2017). Competence- Organization will work diligently and competently for stakeholders. Public interest- It would raise any potential conflicts arising between your professional activity and legal or any other accepted public requirements with stakeholders (Bowern and Burmeister 2013). Professionalism- This values involves taking action against members who is involved in any behavior that is contrary to this code. Employees would refrain from getting involved in any activities that would tarnish their professional image and detract from good name of Australian Code of conduct (Section 5: Conflict of Interest APSC 2017). List of Relevant Australian Legislation Applying to above Scenario: The Australian Public service Code of conduct - This legislation requires the employees of any organization to take possible steps for avoiding any arising from conflict of interest arising in relation with their employment. Therefore, Hardeep should take necessary steps while acquiring an enterprise resource planning and it should in the best interest of company. Legislations concerning disclosing material interest is also applicable to this scenario. If Hardeep is not able to avoid material personal interest, then for proper management it must be disclosed. Disclosure is intended to ensure that any personal interest of employees are well known to head of agencies (Leicester 2016). This also includes any relationship of employees, which might be seen as improperly influencing duties of employees. Recommendation: Employee should have a thoughtful consideration of fundamental principles in order to address ethical dilemma, rather than relying blindly on detailed regulations. All these principles should influence employees to consider broadly, who is affected by work. The demanding and dynamic software concept requires a code that is relevant, viable and adaptable to circumstances they are occurring. However, the code in general provides platform for acquiring software and IT manager requires to take positive actions in specific case by documentation of ethical instance of profession. In this case, if it is evident that decision made by employee has been compromised due to personal interest, then the situation should be handled as suspected misconduct. In addition to these, arrangement should be made by organization to manage the conflict. In this case, it is also recommended to reassign the duties and making employees stand aside from relevant decisions. Reference: ACS - The Professional Association for Australia's ICT sector. (2017).Acs.org.au. Retrieved 22 February 2017, from https://www.acs.org.au/home.html Section 5: Conflict of Interest - APSC. (2017). [online] Apsc.gov.au. Available at: https://www.apsc.gov.au/publications-and-media/current-publications/aps-values-and-code-of-conduct-in-practice/conflict-of-interest [Accessed 22 Feb. 2017]. Leicester, N., 2016. Ethics in the IT Profession: Does a Code of Ethics have an Effect on Professional Behaviour?. Bowern, M. and Burmeister, O.K., 2013. 14. Business benefits from keeping codes of ethics up to date.Professionalism in the Information and Communication Technology Industry,3, p.295.