Dr. Manju Bhardwaj

Associate Professor

Email Address : mbhardwaj@maitreyi.du.ac.in

View Resume

  • Sentiment Analysis
  • Deep Learning
  • Reinforcement Learning
  • Topic Modeling
  • Classification Ensembles

 

  • PhD from Department of Computer Science, University of Delhi (India)
  • MCA from Department of Computer Science, University of Delhi (India)
  • BSc(H) Mathematics from Miranda House, University of Delhi (India)
  • Lecturer , 3rd Sept 1996-2nd Sept 2002 , Maitreyi College
  • Sr. Lecturer , 3rd Sept 2002-2nd Sept 2007 , Maitreyi College
  • Reader's Grade , 3rd Sept 2007-2nd Sept 2010 , Maitreyi College
  • Associate Professor , 3rd Sept 2010-Present , Maitreyi College
  • Data Analysis and Visualization using Python
  • Computer System Architecture
  • Operating Systems
  • Linux and Shell scripting
  • Computer Fundamentals 
  • Programming with C/C++
  • Programming with Python
  • Programming with Visual Basic
  • Multimedia and Web Design
  • Data Mining
  • Computer Graphics
  • Algorithms
  • Computer Networks
  • College Coordinator for the NAAC accreditation cycle (2021) for SSR preparation and NAAC peer team visit
  • Paper Setter and Evaluator for BA(P) and BSc (Prog) Physical Sciences at University of Delhi
  • Designing syllabus and planning guidelines for UG courses in Computer Science conducted by University of Delhi under FYUP, CBCS and LOCF
  • Teacher-Incharge of Deptt of Computer Science for 15 academic years (1996-97 to 2007-2008, 2011-2013, 2016-18)
  • Convenor/Member of various committees in college from time-to-time:
    • NAAC peer team during NAAC team visit in 2016
    • GeM Committee
    • Purchase committee
    • Admission committee
    • Computerization committee
    • Website committee
    • Time-Table committee
  • Program coordinator with ICT Academy (A Government of India Initiative) for conducting FDPs and training programs in college (2019-21)
    • Organized two employability enhancing “Digital Literacy program” for girl students from economically weaker sections, conducted free of cost by ICT Academy in collaboration with Reliance (July 2019, August 2021)
  1. Manju Bhardwaj, Priya Mishra, Shikha Badhani and Sunil K. Muttoo. “Sentiment analysis and Topic modeling of COVID-19 tweets of India”. International Journal of System Assurance Engineering and Management. Published Online, Aug  2023 . https://doi.org/10.1007/s13198-023-02082-0
  2. Manju Bhardwaj, Vasudha Bhatnagar, and Kapil Sharma. ”Cost-effectiveness of classification  ensembles.” In Pattern Recognition (Elsevier). Volume 57, Pp. 84-96, May 2016. Print ISSN 0031-3203. https://doi.org/10.1016/j.patcog.2016.03.017
  3. Manju Bhardwaj and Vasudha Bhatnagar. “Towards an optimally pruned classifier ensemble”. International Journal of Machine Learning and Cybernetics (Springer Berlin Heidelberg). Volume 6, Issue 5, Pp. 699-718,  Oct 2015.. ISSN 1868-8071. https://doi.org/10.1007/s13042-014-0303-8
  4. Vasudha Bhatnagar, Manju Bhardwaj, Shivam Sharma and Sufyan Haroon. “Accuracy-Diversity based Pruning of Classifier Ensembles” in Progress in Artificial Intelligence (Springer),  Volume 2, Issue 2-3 (pp. 97-111), June 2014. ISSN 2192-6352. https://doi.org/10.1007/s13748-014-0042-9
  5. Rishi Das Roy, Manju Bhardwaj, Vasudha Bhatnagar, Kausik Chakraborty and Debasis Dash. “How do eubacterial organisms manage aggregation-prone proteome?” in F1000Research,  Jan 2014. DOI:10.12688/f1000research.4307.1
  1. Manju Bhardwaj, Priya Mishra, Shikha Badhani and S.K. Muttoo.  “Sentiment Analysis of Covid-19 Tweets of India” in 2nd International Conference on Recent Trends in Engineering, Technology and Business Management (ICRTETBM-2023) held at Amity University, NOIDA, India from February 22-24, 2023.
  2. Manju Bhardwaj, Shikha Badhani. “Lexicon-Based Sentiment Analysis of Covid-19 Tweets of India” in the Conference on “The Expanding Frontiers of Knowledge” organized by the Centre for Research, Maitreyi College from August 11 -13, 2022.
  3.  Manju Bhardwaj, Shikha Badhani. “Pre- and post-COVID Era - Internationalization of educational ecosystem”  in the conference  “Connecting Germany and South Asia − The Future of Higher Education and Research Cooperation” held online from 18 to 22 October 2021.
  4. Manju Bhardwaj, Debasis Dash, and Vasudha Bhatnagar. ”Accurate classification of biological data using ensembles.” In 2015 IEEE International Conference on Data Mining Workshop  (ICDMW), pp. 1486-1493. IEEE, held in Atlantic City, USA on 14-17 November, 2015.Print  ISBN 978-1-4673-8492-6.
  5. Vasudha Bhatnagar, Manju Bhardwaj and Ashish Mahabal. “Comparing SVM ensembles for imbalanced datasets” in 10th International Conference on Intelligent Systems Design and  Applications (ISDA) (IEEE, Pp. 651-657) held in Cairo, Egypt on November 29-December 1,  2010. (IEEE). ISSN 2164-7143. Print ISBN 978-1-4244-8134-7.
  6. Vasudha Bhatnagar, Eman Zaman, Yayati Rajpal and Manju Bhardwaj. “VisTree : Generic  Decision Tree Inducer and Visualizer” in 6th International Workshop on Databases in  Networked Information Systems (DNIS) (LNCS, Volume 5999, 2010, Pp. 225-243) held in Aizu,  Japan on March 29-31, 2010. Print ISBN 978-3-642-12037-4.
  7. Manju Bhardwaj, Trasha Gupta, Tanu Grover and Vasudha Bhatnagar. “An Efficient Classifier  Ensemble using SVM” in Proceedings of International Conference on Methods and Models in  Computer Science(ICM2CS 2009) (IEEE sponsored) (Pp. 240-246) held in JNU, Delhi, India  on 4-5 December, 2009. Print ISBN 978-1-4244-5051-0.
  1. Resource Person in the 30 hours Certificate Course on “Introduction to Python Programming”  organized by Department of Computer Science in collaboration with Short Term Courses Committee,  Maitreyi College, University of Delhi from  5 August to  23 September 2023
  2. Resource Person for a session on “Role of IQAC Coordinator” on  August 10, 2023 in the Five Day Interdisciplinary Online Faculty Development Programme (FDP) on Institutional Initiatives for Effective Assessment and Accreditation in the context of NEP-2020 from 07-08-2023 to 11-08-2023 organised at S.S & N College, Narasaraopet, by Sri Subbaraya and Narayana College, Narasaraopet, Palnadu District in collaboration with APCCE
  3. Invited Speaker for conducting a session on “Roles and Responsibilities of IQAC Coordinator”  on 16th May 2023 in a 3-day Residential training program for strengthening  Assessment and Accreditation in GDCs and PACs organized by Commissionerate of Collegiate Education, AP in collaboration with P.R. Government College (A), Kakinada
  4. Resource person for the Certificate Course for College students on  “ICT TOOLS AND APPLICATIONS” organized by the Department of Computer Science, Maitreyi College, University of Delhi,  from 3rd to 16th January 2023
  5. Resource person for the Certificate Course for College students on  “ICT TOOLS AND APPLICATIONS” organized by the Department of Computer Science, Maitreyi College, University of Delhi,  from 3rd to 15th October 2022.
  6. Resource person in one-week National Online Faculty Development Program on “Digital Pedagogy to Enhance Teaching and Learning Experience” jointly organized by Guru Angad Dev Teaching Learning Centre, SGTB Khalsa College, University of Delhi under the PMMMNMTT scheme and Maitreyi College from December 15-21, 2020
  7. Resource person for two-day TechnoUpdate 1.1 Workshop on Google sheets and Google Drive for Non-teaching staff organized by Department of Computer Science, Maitreyi College from May 11-12, 2020.
  8. Resource person in 3-month Skill Development Certificate course on “Applications of ICT Tools in Teaching & Learning Indian Languages” conducted by Enabling Unit, Maitreyi college from January 31, 2020 to April 30,2020
  9. Resource person in National workshop "Applications of ICT tools in Teaching and Learning Indian Languages" organized by Maitreyi College, University of Delhi, held from January 14-20, 2020
  10. Resource Person for “Computer Workshop on spreadsheet handling” for BA(H) Hindi IIIrd Year students of Maitreyi College from  22-24 May 2019
  11. Resource Person for “Computer Workshop on Document creation and handling”  for BA(H) Hindi IIIrd year students of Maitreyi College from December 18-21, 2018
  12. Resource person for Computer Literacy Program for Non-teaching staff of Maitreyi College from 13-15 September 2018

WORKSHOPS/SEMINARS/WEBINARS ATTENDED

  1. Participated and completed the NEP 2020 Orientation & Sensitization Programme under Malaviya Mission Teacher Training Programme (MM-TTP) of University Grants Commission (UGC) organized by Centre for Professional Development in Higher Education (UGC-MMTTC), University of Delhi from 5th December 2023 to 14th December 2023
  2. Participated in the One-Day Online Workshop sponsored by Science and Engineering Research Board on “Introduction to Machine Learning and Recommender Systems” organized on December 09, 2023 by Department of Computer Science, University of Delhi
  3. Participated in Workshop on “e-Filing of Income Tax” organized by the Department of Computer Science in collaboration with Department of Commerce and Department of Economics, Maitreyi College, University of Delhi, India under the aegis of IQAC, Maitreyi College and W20 (Women 20) for India's G20 Presidency- Empowering Women in Financial Literacy, held on 28th July 2023
  4. Participated in the workshop on “Stress Management” organized by Department of Computer Science, Maitreyi College in collaboration with ICT Academy on 27 June, 2023
  5. Participated in the webinar on “Artificial Intelligence and it's Applications” organized by Department of Computer Science, Maitreyi College on 29th June,2023
  6. Participated in the Third JNU Workshop for  Empowering Teaching through Online Mode (JNU-WETOM III)  on Theme ‘Online Assessment and Evaluation’ held on June 13-14, 2020
  7. Participated in webinar on “Accelerating Experiential Learning in Engineering” organized by ICT Academy in the series “Season I : Technology for Future” held on April 12, 2020.
  8. Participated in webinar on “Introduction to VMWare Cloud” organized by ICT Academy in the series “Season I : Technology for Future” held on April 11, 2020.
  9. Participated in webinar on “Robotic Process Automation: Basics and Beyond” organized by ICT Academy in the series “Season I : Technology for Future” held on April 10, 2020.
  10. Participated in webinar on “Future of AI inspired by Customer Use Cases for AI-ML” organized by ICT Academy in the series “Season I : Technology for Future” held on April 9, 2020.
  11. Participated in BRIDGE 2019 conference organized by ICT Academy held in AICTE Auditorium, Delhi on December 11, 2019.
  12. Participated in the poster session and presented a paper titled “Lexicon based Sentiment Analysis of Text Data” in NAAC sponsored National Seminar on Assessment and Accreditation of Best Practices in Higher Education Institutions under NAAC Framework organized by IQAC, Maitreyi College on November 5-6, 2019
  13. Attended the National Conference on “Intellectual Property Rights (IPR): Challenges and Prospects” organized by Department of Botany, Maitreyi College held on October 22-23, 2019
  14. Attended a 1-day workshop on “AWS Educate Program” held in Guru Nanak Institute of Management, Delhi on 28th June, 2019

FACULTY DEVELOPMENT PROGRAMS ATTENDED

  1. Participated in FDP  on Microsoft Azure Data Fundamentals (Online FDP) conducted by ICT Academy from March 28 – 30,  2022
  2. Participated in a 2-week online FDP on “Comprehensive e-Learning to e-Training guide for Administrative Work" conducted by Ramanujan College, University of Delhi under PMMMNMTT scheme, from May 25 - June 05, 2020.
  3. Participated in a 2-week FDP on “Managing Online Classes and Co-creating MOOCs” conducted by Ramanujan College, University of Delhi under PMMMNMTT scheme, from April 20-May 6, 2020
  4. Participated in a 3-day FDP on “Data Science with Python” organized by IITM, Delhi from December 19-21, 2019.
  5. Participated in a 3-day FDP on “Personality Development” held in Maitreyi College (Delhi University) from July 23-25, 2019.
  6. Attended a 2-day FDP on “Big Data Analytics” held in SPM College (Delhi University) from 4-5 Dec 2018.

 

  1. Member, Organizing Team  of  the  National Webinar on  “AI & NLP: PAST, PRESENT AND FUTURE”  on 28 February  2022, organized by Department of Computer Science, Maitreyi College, University of Delhi.
  2. Coordinator for Power Seminar on “Employability Skills for the Future” conducted by Department of Computer Science, Maitreyi College in collaboration with ICT Academy on 18th September, 2021
  3. Member, Organizing team for National Webinar on “Machine Learning and it’s applications” conducted by Department of Computer Science, Maitreyi College on August 21,2021
  4. Member, Organizing team for International webinar on “Network based approaches to explore Biological Data” conducted by Department of Computer Science, Maitreyi College on July 24, 2020
  5. Program coordinator with ICT Academy (A Government of India Initiative) for conducting FDPs and training programs in college
  6. Organized an  employability enhancing “Digital Literacy program” for girl students from economically weaker sections, conducted free of cost by ICT Academy in collaboration with Reliance July-August 2019
  7. Member of Advisory committee in one-week Interdisciplinary course on “Disabilities Studies: Perspectives and Emerging Trends” organized by Enabling Unit, Maitreyi College in collaboration with TLC, Ramanujan College (under PMMMNMTT scheme) from Dec 17-23, 2018.