Distributed Hadoop Mapreduce - Course recommendation - Computer Science
Title: Design and develop a Distributed Recommendation System on Hadoop Problem statement:   Given 2 CSV data sets:  (a) A course dataset containing details of courses offered (b) A job description dataset containing a list of job descriptions  (Note: Each field of a job description record is demarcated by ) You have to design and implement a distributed recommendation system using the data sets, which will recommend the best courses for up-skilling based on a given job description. You can use the data set to train the system and pick some job descriptions not in the training set to test.  It is left up to you how you pick necessary features and build the training that creates matching courses for job profiles.Title: Design and develop a Distributed Recommendation System on Hadoop Problem statement:  You are given 2 CSV data sets:  (a) A course dataset containing details of courses offered (b) A job description dataset containing a list of job descriptions  (Note: Each field of a job description record is demarcated by ) You have to design and implement a distributed recommendation system using the data sets, which will recommend the best courses for up- skilling based on a given job description. You can use the data set to train the system and pick some job descriptions not in the training set to test. It is left up to you how you pick necessary features and build the training that creates matching courses for job profiles. These are the suggested steps you should follow :  Step 1: Setup a Hadoop cluster where the data sets should be stored on the set of Hadoop data nodes. Step 2: Implement a content based recommendation system using MapReduce, i.e. given a job description you should be able to suggest a set of applicable courses. Step 3: Execute the training step of your MapReduce program using the data set stored in the cluster. You can use a subset of the data depending on the system capacity of your Hadoop cluster. You have to use an appropriate subset of features in the data set for effective training. Step 4: Test your recommendation system using a set of requests that execute in a distributed fashion on the cluster. You can pick a set of 3-5 job descriptions in the data set to show how they are executed in parallel to provide corresponding course recommendations. Evaluation rubric and submission material: 1. Document the design of your logic including training, query and feature engineering. Submit a PDF file with details. 2. Distributed setup of Hadoop with 2-3 data nodes and store the data sets. Include your Hadoop environment and data layout details in the PDF document mentioned in (1) above. You can include some screenshots if needed. 3. Code files with comments for your MapReduce implementation of training and query steps. 4. Demonstrate training step and parallel execution of multiple queries to generate recommendations. Submit a short video of the execution steps. Do a screen recording that is clear and shows working code of training and then 3-5 parallel queries.course_title course_organization course_Certificate_type course_rating course_difficulty course_students_enrolled 134 (ISC)² Systems Security Certified Practitioner (SSCP) (ISC)² SPECIALIZATION 4.7 Beginner 5.3k 743 A Crash Course in Causality: Inferring Causal Effects from Observational Data University of Pennsylvania COURSE 4.7 Intermediate 17k 874 A Crash Course in Data Science Johns Hopkins University COURSE 4.5 Mixed 130k 413 A Law Students Toolkit Yale University COURSE 4.7 Mixed 91k 635 A Life of Happiness and Fulfillment Indian School of Business COURSE 4.8 Mixed 320k 661 ADHD: Everyday Strategies for Elementary Students University at Buffalo COURSE 4.7 Beginner 39k 54 AI For Everyone deeplearning.ai COURSE 4.8 Beginner 350k 488 AI For Medical Treatment deeplearning.ai COURSE 4.8 Intermediate 2.4k 58 AI Foundations for Everyone IBM SPECIALIZATION 4.7 Beginner 61k 129 AI for Medical Diagnosis deeplearning.ai COURSE 4.7 Intermediate 12k 283 AI for Medical Prognosis deeplearning.ai COURSE 4.6 Intermediate 4k 35 AI for Medicine deeplearning.ai SPECIALIZATION 4.7 Intermediate 13k 43 AWS Fundamentals Amazon Web Services SPECIALIZATION 4.6 Beginner 130k 631 AWS Fundamentals: Addressing Security Risk Amazon Web Services COURSE 4.3 Beginner 11k 861 AWS Fundamentals: Building Serverless Applications Amazon Web Services COURSE 4.7 Beginner 27k 281 AWS Fundamentals: Going Cloud-Native Amazon Web Services COURSE 4.7 Beginner 110k 828 AWS Fundamentals: Migrating to the Cloud Amazon Web Services COURSE 4.5 Intermediate 13k 819 Aboriginal Worldviews and Education University of Toronto COURSE 4.7 Mixed 6.6k 63 Academic English: Writing University of California, Irvine SPECIALIZATION 4.7 Beginner 540k 142 Accelerated Computer Science Fundamentals University of Illinois at Urbana-Champaign SPECIALIZATION 4.7 Intermediate 22k 612 Access Controls (ISC)² COURSE 4.6 Beginner 2.9k 604 Accounting Analytics University of Pennsylvania COURSE 4.5 Mixed 80k 727 Accounting for Decision Making University of Michigan COURSE 4.8 Intermediate 9.9k 51 Achieving Personal and Professional Success University of Pennsylvania SPECIALIZATION 4.7 Beginner 110k 838 Actualización en el manejo del paciente con diabetes mellitus tipo 2 Universidad Nacional Autónoma de México COURSE 4.8 Mixed 23k 330 Addiction Treatment: Clinical Skills for Healthcare Providers Yale University COURSE 4.8 Beginner 9.2k 247 Advanced Business Analytics University of Colorado Boulder SPECIALIZATION 4.5 Intermediate 78k 157 Advanced Data Science with IBM IBM SPECIALIZATION 4.4 Advanced 320k 103 Advanced Machine Learning National Research University Higher School of Economics SPECIALIZATION 4.5 Advanced 190k 324 Advanced Machine Learning with TensorFlow on Google Cloud Platform Google Cloud SPECIALIZATION 4.5 Advanced 35k 266 Advanced Valuation and Strategy - M&A, Private Equity, and Venture Capital Erasmus University Rotterdam COURSE 4.7 Advanvery times and locations are coordinated; - Manage the process of tracking and tracing goods while they are en route to their destinations, expediting orders when necessary; - Examine invoices and shipping manifests for conformity to tariff and customs regulations; - Ensure the implementation, monitoring, drafting and amending import/ export policies, procedures and best practices.,- Experience in the sphere of import, logistics and foreign relations management; - Knowledge of import and customs regulations; - Ability to manage multiple tasks simultaneously; - Excellent communication, time management and organizational skills; - Excellent knowledge of Armenian, English and Russian languages; - PC literacy.,NA,Interested candidates are encouraged to submit a CV to: [email protected] with a note of Import Manager in the subject line of the e-mail. Please clearly mention in your application letter that you learned of this job opportunity through Career Center and mention the URL of its website - www.careercenter.am, Thanks.,25 November 2014,24 December 2014,NA,NA,NA,2014,11,FALSE Arantsk NGO TITLE: PR Specialist TERM: Full time LOCATION: Yerevan, Armenia JOB DESCRIPTION: Arantsk NGO is looking for a qualified PR Specialist. JOB RESPONSIBILITIES: - Design, develop and implement marketing and public relations programs and monitor effectiveness; - Design, develop and implement social and political campaigns for the mass media (community events, social sites, TV, radio); - Generate ideas for marketing materials (flyers, booklets, posters and other materials); - Engage mass media and public sector to ensure their awareness of the organizations activities; - Design, develop and implement an ongoing feedback process with the public; - Measure the effectiveness of marketing activities. REQUIRED QUALIFICATIONS: - Higher education in Marketing, Public Relations or other related field; - At least 1 year of experience in marketing, communications or public relations; - Strong creative, strategic and analytical skills; - Interest in politics and civil activism; - Demonstrated skills, knowledge and experience in the design and execution of marketing communications and public relations activities; - Demonstrated successful experience in writing press releases, making presentations and negotiating with media; - Experience in overseeing the design and production of print materials and publications; - Strong oral and written communications skills; - Computer literacy; - Knowledge of Armenian and English languages. REMUNERATION/ SALARY: Negotiable APPLICATION PROCEDURES: Interested candidates are asked to send their CVs mentioning PR Specialist in the subject line to: [email protected] . Only short-listed candidates will be contacted. Please clearly mention in your application letter that you learned of this job opportunity through Career Center and mention the URL of its website r filing and maintenance of office documentation; - Provide assistance to office staff in different issues of day to day operations; - Coordinate travel arrangements, accomodation, meetings and appointments; - Provide office with stationery, office equiptment; - Prepare monthly financial report for Armenia representative office; - Provide assistance to KPMG Armenia in doing office accounting; - Enter financial data in database; - Deal with Customs house, Tax department, banks and insurance companies; - Other tasks as assigned.,- Higher education; - Experience in working on secretarial/office manager position, preferably in foreign or international organization; - Experience of working in the position of accountant would be an advantage; - Excellent knowledge of English and Russian languages; - Knowledge of accounting techniques; - Strong written and verbal communication skills, excellent correspondence management skills; - Good computer and office equipment maintenance skills; - Good interpersonal skills; - Detail oriented, well organized, punctual, welcoming character.,NA,Candidates should send their CVs to:[email protected] Please indicate the position you apply for, otherwise your application will not be considered. Please note that only short listed candidates will be contacted. Please clearly mention in your application letter that you learned of this job opportunity through Career Center and mention the URL of its website - www.careercenter.am, Thanks.,29 January 2008,03 February 2008,NA,British American Tobacco is one of the leading multinational tobacco companies in the world.,NA,2008,1,FALSE Vallex Group CJSC TITLE: Advertising and Media Specialist ANNOUNCEMENT CODE: 01/08 TERM: Full time DURATION: Long term, with one month probation period LOCATION: Yerevan, Armenia JOB DESCRIPTION: Vallex Group CJSC is seeking a candidate for the position of Advertising and Media Specialist under the direct supervision of the Head of Public Relations and Mass-Media Department. JOB RESPONSIBILITIES: - Develop a comprehensive communications and public relations plans, activities and materials to enhance Vallex Groups image and position within the general public; - Facilitate external communications; - Develop and support effective means of communication with Media representatives and other key groups for representing the company in accordance with its goals, objectives and values; - Prepare media responses, press releases, presentations and other media-related publications; - Responsible for editorial direction, design of all publications of Vallex Group and the web site; - Lead projects as assigned, such as special events, presentations, and other; - Develop and conduct external and internal PR activities for the company; - Be ready to travel to RA Lori region (particularly to Alaverdi and Teghout) and to Nagorno Karabagh. REQUIRED QUALIFICATIONS: - University degree in relent; - Directly participate in the process of development of the regulations related to the divisions activities.,- Higher university degree; - At least 3 years of work experience in the relevant field; - Fluency in Armenian, Russian and English languages; - Qualification for Head of the Department of investment services issued by Central Bank of Armenia or qualification for professional activity in the securities market issued by securities commission of Armenia.,NA,All interested and qualified candidates are welcome to send their CV to: [email protected] or to: Prometey Bank head office, 44/2, Hanrapetutyan str. Yerevan, 0010. Please indicate the position title in the subject field of your message. Only shortlisted candidates will be interviewed. Please clearly mention in your application letter that you learned of this job opportunity through Career Center and mention the URL of its website - www.careercenter.am, Thanks.,02 November 2010,19 November 2010,NA,NA,NA,2010,11,FALSE Eurasia Partnership Foundation TITLE: Program Manager for the Civil Society Strand of Armenia-Turkey Rapprochement Program TERM: Full time, 40 hours per week, 09:00 18:00, Lunch time - 1 hour (13:00-14:00). LOCATION: Yerevan, Armenia JOB DESCRIPTION: The Eurasia Partnership Foundation would like to expand its team via including in it another experienced and exceptionally able professional with leadership inclinations, capable of implementing quality action, who will help the team in the areas of civil society, Armenia-Turkey, media programming and grant-making. The incumbent will implement the Civil Society Strand of Armenia-Turkey Rapprochement Program; design and manage activities; and lead grant-making efforts within it. JOB RESPONSIBILITIES: Program Implementation (50\% of time) - Organize and manage the implementation of program activities in consultation with the Country Director, Associate CD, in coordination with the EPF Program Team and Consortium in assigned program areas (Civil Society, Armenia-Turkey; Media); - Develop, maintain and change if needed program design and strategy for the Foundations operating programs; - Satisfy the donor requirements; - Manage program budget in consultation with the Country Director, Associate Country Director and the Finance Manager; - Conduct program monitoring and prepare status reports as necessary, prepare programmatic reports to the donors; - Prepare action plans, logical frameworks, Gantt charts, results frameworks; - Work with the EPF Communications staff on the development of promotional material for the managed programmatic areas, ensure extensive coverage of the Program in national and international media; - Travel within Armenia and extensive travel to Turkey; - Supervise activities of Program Assistant(s). Grant-making (30\% of time) - Review open-door concepts and full proposals in the areas of Civil Society, Armenia-Turkey, Media; in coordijobpost date Title Company AnnouncementCode Term Eligibility Audience StartDate Duration Location JobDescription JobRequirment RequiredQual Salary ApplicationP OpeningDate Deadline Notes AboutC Attach Year Month IT AMERIA Investment Consulting Company JOB TITLE: Chief Financial Officer POSITION LOCATION: Yerevan, Armenia JOB DESCRIPTION: AMERIA Investment Consulting Company is seeking a Chief Financial Officer. This position manages the companys fiscal and administrative functions, provides highly responsible and technically complex staff assistance to the Executive Director. The work performed requires a high level of technical proficiency in financial management and investment management, as well as management, supervisory, and administrative skills. JOB RESPONSIBILITIES: - Supervises financial management and administrative staff, including assigning responsibilities, reviewing employees work processes and products, counseling employees, giving performance evaluations, and recommending disciplinary action; - Serves as member of management team participating in both strategic and operational planning for the company; - Directs and oversees the companys financial management activities, including establishing and monitoring internal controls, managing cash and investments, and managing the investment portfolio in collaboration with the Investment team leader. This includes, but is not limited to, evaluation of investment risk, concentration risk, fund deployment levels, adequacy of loss and liquidity reserves Assists investment team in development of proper documentation and internal systems; - Directs and oversees the annual budgeting process, including developing projections for financial planning, and preparing budgets; - Prepares external and internal financial management reports, such as audited financial statements, tax returns, and reports for the board of directors and company staff; - Develops, implements, and maintains efficient and effective accounting systems and controls to ensure compliance with national and international accounting standards and principles, sufficiency of fund accounting, and comprehensiveness of data for reporting and compliance requirements; - Ensures contract compliance, including interpreting and monitoring contracts with clients, submitting required reports, and monitoring covenants and other contract terms; - Oversees the design, implementation and maintenance of computer-based information system. Oversees records retention (both manual and computer-based) and file maintenance activities; - Serves as companys risk manager, including evaluating loss exposure and obtaining insurance as appropriate; - Manages other administrative operations, such as facilities management, payroll administration, office operations, and administrative support; - Monitors corporate compliance with by-laws and articles of incorporation regarding corporate registration and repor, Thanks.,13 December 2012,12 January 2013,NA,Starting from November 2005 Bogart Interior Salon (ITK Rus LLC) represents American and Italian furniture and accessories.,NA,2012,12,FALSE Heifer Project International Armenian Branch Office TITLE: Chief Accountant OPEN TO/ ELIGIBILITY CRITERIA: Professionals in Accounting and Finance START DATE/ TIME: 01 February 2013 - subject for negotiations depending on the selected candidacy availability. DURATION: Permanent, with 6 months probation period LOCATION: Yerevan, Armenia JOB DESCRIPTION: The Chief Accountant will facilitate the accounting aspects of Armenia Country Program including, but not limited to, local accounting, legal issues, audit, and policies and procedures to adhere to the local country laws. In addition, the Chief Accountant will assist in adhering to the policies, procedures and reporting requirements of Heifer International and Heifer Armenia donors. JOB RESPONSIBILITIES: - Maintain accounting system of Heifer Project International Armenian Branch office in accordance with the Accounting Standards of the Republic of Armenia; - Maintain accounting of cash, inventory and fixed assets, as well as in the timely manner reflect all the transactions related to their flows in the accounting system; - Maintain proper accounting and make timely transfers of all the payments to the state budget, Social Security Fund and other payments as required by RA Legislation); - Prepare and submit all the necessary reports required by the Social Insurance Fund, Ministry of State Income, Labor Inspection and other relevant bodies in the terms established by the RA Legislation; - Maintain accounting of all the project incomes and expenses in accordance with the established procedures; - Maintain proper accounting and make timely transfers of the amounts related to the financing of the Heifer projects implemented by Project Holders; - Maintain accounting and check the reports on the projects implemented by or with the support of or financed by the Heifer Project International Armenian Branch Office; - Participate in preparation of financial reports in the order required by the Head Quarter and other donors; - Participate in preparation of project financial reports implemented by Heifer Armenia; - Provide financial and organizational assistance to the Heifer Project Holders in Armenia; - Participate in maintaining the internal controls within the organization in accordance with Heifer Armenia and Heifer HQ requirements; - Coordinate and facilitate arrangements for travel, meetings, conferences and training workshops; - Participate in external audits. REQUIRED QUALIFICATIONS: - Advanced degree in Accounting or Business Administration with a focus on accounting or the equivalent from the recognized institution; - Professional experience in an accounting or finance position with managerial responsibilities for five (5) years or more; -
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