Curriculum Vitae

DR. ERMA RAHAYU BINTI MOHD FAIZAL ABDULLAH

Senior Lecturer
  • Department of Artificial Intelligence
    Faculty of Computer Science and Information Technology
  • erma
  • 0379676310

AREAS OF EXPERTISE

  • MACHINE LEARNING, DEEP LEARNING
  • COMPUTER VISION
  • PATTERN RECOGNITION

ACADEMIC QUALIFICATION

  • Doctoral Degree (PhD)
    Universiti Teknologi MARA (UiTM)
  • MASTER DEGREE, (ROBOTIK)
    Oita University
  • BCompSc(Hons)(MUltimedia)(UM), (MULTIMEDIA)
    Universiti Malaya (UM)

ADMINISTRATIVE DUTIES

  • Head of Department
    01 Mar 2023 - present (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AHLI JAWATANKUASA KURIKULUM FAKULTI (IJAZAH PERTAMA)
    01 Jan 2022 - 31 Dec 2027 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Committee Members
    01 Jan 2022 - 31 Dec 2027 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK KURIKULUM (TASK FORCE) BAGI PROGRAM DOKTOR FALSAFAH
    03 Mar 2023 - 04 Mar 2025 (Dean Office, Faculty of Computer Science and Information Technology)
  • PERLANTIKAN AJK PROGRAM SARJANA KEPINTARAN BUATAN (SECARA KERJA KURSUS)
    03 Mar 2023 - 04 Mar 2025 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Committee Members
    01 Jan 2022 - 31 Dec 2024 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Committee Members
    01 Jan 2022 - 31 Dec 2024 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Ahli Jawatankuasa UM111
    17 Feb 2016 - present (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PANEL PENILAI PROJEK AKADEMIK 1 & 2 SEMESTER 2 SESI 2020/2021
    04 Jun 2021 - present (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • MODERATOR PEPERIKSAAN IJAZAH DASAR SEMESTER 1 SESI 2021/2022
    18 Oct 2021 - present (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Committee Members
    24 Jun 2022 - 31 Dec 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Coordinator
    01 Oct 2021 - 30 Sep 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Supervisor
    01 Oct 2021 - 31 Jul 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PROGRAM HARI TERBUKA FSKTM, UM
    26 Jun 2023 - 29 Jul 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Coordinator
    01 Jan 2021 - 30 Jun 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Committee Members
    17 Mar 2022 - 30 Jun 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK INNOVATIVE PRODUCT PROJECT INITIATIVE (IPPI)
    01 Jan 2021 - 30 Jun 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Course Coordinator
    07 Apr 2023 - 30 Jun 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Supervisor
    14 Oct 2022 - 31 Jan 2023 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Task Force Member
    01 May 2022 - 31 Dec 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Task Force Member
    10 Mar 2022 - 31 Dec 2022 (University Malaya)
  • Task Force Member
    08 Feb 2022 - 31 Dec 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Task Force Member
    25 Aug 2022 - 04 Oct 2022 (International)
  • Course Coordinator
    04 Mar 2022 - 31 Aug 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK SURAU DAN KEROHANIAN (KETUA JALINAN LUAR)
    24 Jun 2021 - 24 Jun 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PEMERIKSA DALAM SEMESTER 1 SESI 2021/2022
    18 Oct 2021 - 28 Feb 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PANEL TEMUDUGA KEMASUKAN PELAJAR SALURAN TERBUKA SESI 2021/2022
    18 Oct 2021 - 28 Feb 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PANEL TEMUDUGA KEMASUKAN PELAJAR ANTARABANGSA
    18 Oct 2021 - 28 Feb 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PENYELIA LATIHAN INDUSTRI
    18 Oct 2021 - 28 Jan 2022 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK KURIKULUM JABATAN KEPINTARAN BUATAN
    01 Dec 2020 - 31 Dec 2021 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK KURIKULUM PROGRAM SARJANA KEPINTARAN BUATAN
    05 Mar 2021 - 31 Dec 2021 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK JAMINAN KUALITI FSKTM (KETUA TERAS PT03 & PT05)
    01 Aug 2019 - 31 Jul 2021 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • WAKIL JABATAN KEPINTARAN BUATAN UNTUK JAWATANKUASA IJAZAH DASAR
    26 Mar 2019 - 25 Mar 2021 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • PANEL PENASIHAT AKADEMIK JABATAN KEPINTARAN BUATAN
    09 Sep 2019 - 28 Jun 2020 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Coordinator
    11 Apr 2018 - 10 Apr 2020 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK INNOVATIVE PRODUCT PROJECT INITIATIVE (IPPI) FSKTM
    22 Jan 2019 - 21 Jan 2020 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Coordinator
    09 Oct 2017 - 31 Jul 2019 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK Jaminan Kualiti FSKTM 2017
    01 Aug 2017 - 31 Jul 2019 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Ahli Jawatankuasa Pasukan Petugas Research Funding
    13 Dec 2016 - 12 Dec 2018 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Coordinator
    08 Dec 2017 - 31 Aug 2018 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AHLI JAWATANKUASA INNOVATIVE PRODUCT PROJECT INITIATIVE
    07 Aug 2017 - 06 Aug 2018 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Coordinator
    08 Oct 2015 - 04 Oct 2017 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Programme Coordinator
    05 Oct 2015 - 04 Oct 2017 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Ahli Jawatankuasa Pasukan Petugas Research Funding
    01 Aug 2016 - 31 Jul 2017 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Ahli Jawatankuasa Innovative Product Project Initiative
    01 Jun 2015 - 31 May 2017 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Ahli Jawatankuasa Innovative Product Project Initiative
    01 Jun 2015 - 31 May 2017 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Anugerah Projek Akademik Cemerlang 2016 Committee Member
    15 Dec 2016 - 15 Dec 2016 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AI Day 2016 Committee Member
    07 Oct 2016 - 07 Oct 2016 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • AJK Jaminan Kualiti FSKTM 2014/2016
    01 Aug 2014 - 31 Jul 2016 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Ahli Jawatankuasa Pasukan Petugas Research Funding
    01 Aug 2014 - 31 Jul 2016 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Programme Coordinator
    01 Aug 2014 - 31 Jul 2016 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Chairman
    15 May 2014 - 15 May 2014 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)
  • Auditor Teras (Hal-hal lain BSM)
    31 Mar 2014 - 03 Apr 2014 (Department of Artificial Intelligence, Faculty of Computer Science and Information Technology)

MEMBERSHIPS

  • ACADEMY OF SCIENCE MALAYSIA, MEMBER
    Since 2018 (National)
  • AJK INNOVATIVE PRODUCT PROJECT INITIATIVE FSKTM, COMMITTEE MEMBER
    2020 to 2023 (University)
  • PENYELARAS LATIHAN ILMIAH, COMMITTEE MEMBER
    2020 to 2023 (University)
  • AJK SURAU DAN KEROHANIAN, COMMITTEE MEMBER
    2021 to 2022 (University)
  • JAWATANKUASA KURIKULUM TASK FORCE BAGI PROGRAM SARJANA KEPINTARAN BUATAN, COMMITTEE MEMBER
    2021 to 2021 (University)
  • AJK KURIKULUM JABATAN KEPINTARAN BUATAN, COMMITTEE MEMBER
    2020 to 2021 (University)
  • AJK JAMINAN KUALITI FSKTM, COMMITTEE MEMBER
    2019 to 2021 (University)

AWARD AND STEWARDSHIP

  • 5TH INTERNATIONAL INVENTION AND INNOVATION IN DENTISTRY EXHIBITION 2023 (RESEARCH AWARD)
    UNIVERSITI TEKNOLOGI MARA, 2023 (International)
  • UNIVERSITI MALAYA THREE MINUTES THESIS
    FACULTY OF DENTISTRY, UM, 2023 (University)
  • UNIVERSITI MALAYA 3 MINUTES THESIS
    FACULTY OF COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, 2023 (University)
  • 2022 Winner of Research Award
    UiTM, 2022 (International)
  • CERTIFICATE OF EXCELLENT SERVICE
    University of Malaya, 2021 (University)
  • Harian Metro; 29 Jun 2018, "Pahala Digital"
    Harian Metro, 2018 (Community)
  • Workshop, Exhibition and Competition Related to The Person With Disability and Elderly 2017 (ORCID WEC 2017) - GRAND PRIZE
    University Malaya, 2017 (International)
  • Invention, Innovation and Design Exposition (IIDEX) 2017 - BRONZE
    Universiti Teknologi MARA, Shah Alam, 2017 (International)
  • Invention, Innovation and Design Exposition (IIDEX) 2017 - GOLD
    Universiti Teknologi MARA, Shah Alam, 2017 (International)
  • Anugerah Projek Akademik Cemerlang 2016
    Fakulti Sains Komputer & Teknologi Maklumat, Universiti Malaya, 2016 (Ptj/ Faculty)
  • International Competition and Exhibition on Computing Innovation 2016
    Universiti Malaysia Pahang, 2016 (International)

PUBLICATIONS

Article in Journal
WoS
  1. Lim, Shin Wei; Chan, Chee Seng; Faizal, Erma Rahayu Mohd; Ewe, Kok Howg (2024). Progressive expansion: Cost-efficient medical image analysis model with reversed once-for-all network training paradigm, NEUROCOMPUTING. 581. doi:10.1016/j.neucom.2024.127512
  2. Reduwan, Nor Hidayah; Aziz, Azwatee Abdul Abdul; Razi, Roziana Mohd; Abdullah, Erma Rahayu Mohd Faizal; Nezhad, Seyed Matin Mazloom; Gohain, Meghna; Ibrahim, Norliza (2024). Application of deep learning and feature selection technique on external root resorption identification on CBCT images, BMC ORAL HEALTH. 24(1). doi:10.1186/s12903-024-03910-w
  3. Hamdan, Sharifah Nabilah Syed Mohd; Rahmat, Rabiah Al-Adawiyah; Razak, Fathilah Abdul; Kadir, Khairul Azmi Abd; Abdullah, Erma Rahayu Mohd Faizal; Ibrahim, Norliza (2023). Sex estimation of Malaysian sub-adults using craniometrics: A computed tomography study, LEGAL MEDICINE. 64. doi:10.1016/j.legalmed.2023.102275
  4. Ishtiaq, Uzair; Abdullah, Erma Rahayu Mohd Faizal; Ishtiaque, Zubair (2023). A Hybrid Technique for Diabetic Retinopathy Detection Based on Ensemble-Optimized CNN and Texture Features, DIAGNOSTICS. 13(10). doi:10.3390/diagnostics13101816
  5. Muhammad, Aisha; Ali, Mohammed A. H.; Turaev, Sherzod; Shanono, Ibrahim Haruna; Hujainah, Fadhl; Zubir, Mohd Nashrul Mohd; Faiz, Muhammad Khairi; Faizal, Erma Rahayu Mohd; Abdulghafor, Rawad (2022). Novel Algorithm for Mobile Robot Path Planning in Constrained Environment, CMC-COMPUTERS MATERIALS & CONTINUA. 71(2), 2697-2719. doi:10.32604/cmc.2022.020873
  6. Mahaseni, B., Faizal, E. R. M., & Raj, R. G. (2021). Spotting Football Events Using Two-Stream Convolutional Neural Network and Dilated Recurrent Neural Network. IEEE Access, 9, 61929-61942. doi: 10.1109/access.2021.3074831
  7. Obaidellah, U. H., Faizal, E. R. M., Sabri, A. Q. M., & Kia, C. Y. (2021). COMPREHENSION OF LINKED LIST DIAGRAMS: THE EFFECTS ON CODE WRITING SKILLS. Malaysian Journal of Computer Science, 34(2), 199-220. doi: 10.22452/mjcs.vol34no2.5
  8. Ishtiaq, U., Kareem, S. A., Abdullah, E., Mujtaba, G., Jahangir, R., & Ghafoor, H. Y. (2020). Diabetic retinopathy detection through artificial intelligent techniques: a review and open issues. Multimedia Tools and Applications, 79(21-22), 15209-15252. doi: 10.1007/s11042-018-7044-8
Others
  1. Muhammad A., Mohammed A. H. A., Turaev S., Ibrahim H. S., Fadhl H., Mohd Z. M. N., Muhammad K. F., Erma R. M. F., Rawad A. (2021). CMC-computer, Materials&Continua.71(2), 2697-2719.
  2. Unaizah Hanum Obaidellah, Erma Rahayu Mohd Faizal, Aznul Qalid Md. Sabri, Chiam Yin Kia. (2020). Comprehension of Linked List Diagrams: The Effects on Code Writing Skills. Malaysian Journal of Computer Science (MJCS). Accepted for publication.
  3. Diabetic Retinopathy Detection through Artificial Intelligent Techniques: A Review and Open Issues
  4. Aznul Qalid Md Sabri, Jacques Boonaert, Erma Rahayu Mohd Faizal Abdullah and Ali Mohammed Mansoor 2016. Spatio-Temporal Co-Occurrence Characterizations for Human Action Classification. Malaysian Journal of Computer Science.
  5. Luyi Feng, Yin Kia Chiam, Erma Rahayu Mohd Faizal Abdullah. (2017). Using Suffix Tree Clustering Method to Support The Planning Phase of Systematic Literature Review. Malaysian Journal of Computer Science, 30(4), 311-332.
  6. Nasr addin Ahmed Salem Al-maweri, Aznul Qalid Md Sabri, Ali Mohammed Mansoor, Unaizah Hanum Obaidellah, Erma Rahayu Mohd Faizal, Joan Lai P C. 2016. Metadata Hiding for UAV Video Based on Digital Watermarking in DWT Transform. Multimedia Tools and Applications (Published, IF: 1.331)
  7. Unaizah, O., Zati, A., Erma, R. and Raj, R.G. (2014). CRANIOFACIAL TISSUE SIMULATION USING CONTACT ANALYSIS OF THE FINITE ELEMENT METHOD. Malaysian Journal of Computer Science, Vol. 27(1): March 2014. pp 35-49.
Article in Proceeding
WoS
  1. Lim, Shin Wei; Chan, Chee Seng; Faizal, Erma Rahayu Mohd; Ewe, Kok Howg (2022). ProX: A REVERSED ONCE-FOR-ALL NETWORK TRAINING PARADIGM FOR EFFICIENT EDGE MODELS TRAINING IN MEDICAL IMAGING, 2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP. , 2211-2215. doi:10.1109/ICIP46576.2022.9897495
Others
  1. A.Q.M. Sabri, J. Boonaert, Z.H. Azizul, E.R.M. Faizal and Z.H. Ismail. (2014). Using Mutual Information to Construct Spatio Temporal Co-occurrence based Characterization for Human Action Classification. Proceedings of the International Conference on Computer Science & Computational Mathematics (ICCSCM2014). Langkawi, Malaysia. 8-9 May
  2. E.R.M Faizal, H.M.A.H. Mansor, Zati Azizul, A.Q.M. Sabri, Unaizah Obaidellah. (2014). A Virtual Mid-Line Formation Approach for Maintaining Vehicle s On-Road Position. Proceedings of the International Conference on Computer Science & Computational Mathematics (ICCSCM2014). Langkawi, Malaysia. 8-9 May.
  3. Hj. M.A. Hj. Mansor,Zarina Abdul Rashid, Erma Rahayu Mohd Faizal Abdullah. 2014. Determination of Direction and Speed of a Uniformly Moving Obstacle from Intersections with Virtual Window. 2014 IEEE Symposium on Industrial Electronics and Applications.
  4. Mansor, H., Hj, M. A., Rashid, Z. A., & Abdullah, E. R. M. F. (2013, November). Application of virtual windows to determine the path of a uniformly moving obstacle. In Control System, Computing and Engineering (ICCSCE), 2013 IEEE International Conference on (pp. 270-274). IEEE.
  5. Erma Rahayu Mohd Faizal, Mohd Asri Mansor. 2009. Virtual mid-line detection on curve road for user guidance using simulation model. International Conference on Computer Technology and Development.
  6. Erma Rahayu Mohd Faizal, Mohd Asri Mansor. 2009. Virtual mid-line detection on straight road for user guidance using simulation model. International Conference on Robotics, Vision, Signal Processing & Power Applications.

RESEARCH PROJECT

National
  1. 2021 - 2025, Fundamental Research Grant Scheme (FRGS)
    Long Term Effects Of Covid-19 On Survivors Requiring Intensive Care Treatment ( Co-Researcher)
  2. 2023 - 2025, Fundamental Research Grant Scheme (FRGS)
    A Formulation Of New Fuzzy Membership Approach For Noise Resilience Of Inertia Moment Estimation In Active Force Controller ( Co-Researcher)
  3. 2022 - 2024, Prototype Research Grant Scheme (PRGS)
    Ai-enabled Application For Personalization And Monitoring Of Fitness Among Cardiac Rehabilitation Patients ( Co-Researcher)
  4. 2020 - 2023, Fundamental Research Grant Scheme (FRGS)
    A Machine Learning Based Approach For Software Pattern Grime Identification And Assessment ( Co-Researcher)
  5. 2021 - 2023, Others MOHE
    Data And Platform Democratization Using Self-serve Intelligent Integrated Data Wrangling Sandbox And Platform For Organizational Big Data Adoption ( Co-Researcher)
  6. 2014 - 2017, Geran Penyelidikan Universiti Malaya (UMRG)
    Handling The Complex Overtaking Manoeuvre: A Vision Based Approach ( Principal Investigator(PI))
  7. 2014 - 2017, Fundamental Research Grant Scheme (FRGS)
    Investigating Vision-based Depth Estimation For Real-time Overtaking Manoeuvre ( Principal Investigator(PI))
  8. 2014 - 2016, Fundamental Research Grant Scheme (FRGS)
    Sensors Modularity for Autonomous Micro Aerial Vehicle ( Consultant)
  9. 2014 - 2016, Fundamental Research Grant Scheme (FRGS)
    Assessing learner s cognitive difficulties to improve programming competency among computer science students ( Consultant)
Private
  1. 2022 - 2023, Private Funding
    Pembangunan Sistem Pemantauan Prestasi Usahawan untuk Majlis Amanah Rakyat (MARA) ( Principal Investigator(PI))

CONSULTANCY PROJECT

  • Product Costing System, Perodua Manufacturing Sdn. Bhd.
    01 Dec 2020 - 01 Dec 2022 (National)
  • Digital Tesiar Tablet Application for Quality Inspection (Qi) Section Pmsb, Perodua Manufacturing Sdn. Bhd.
    01 Dec 2020 - 01 Dec 2021 (National)
  • Vehicle Light Detection System, Perodua Manufacturing Sdn. Bhd.
    01 Dec 2020 - 01 Dec 2021 (National)
  • Document Centralization Management System, Perodua Manufacturing Sdn. Bhd.
    01 Dec 2020 - 01 Dec 2021 (National)
  • Press Shop Reporting System, Perodua Manufacturing Sdn. Bhd.
    01 Dec 2019 - 01 Dec 2020 (National)

PAPER PRESENTED

INVITED SPEAKER
  1. Decoding Intelligence: A Dive into Machine Learning Fundamentals, Guest Speaker of Universitas Airlangga, Universitas Airlangga, Indonesia (International) (29 Sep 2023 - 29 Mar 2024)
  2. AI FOR EVERYONE, MOBILITY EXCHANGE PROGRAM (INBOUND PROGRAM), FACULTY OF COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, UNIVERSITI MALAYA (University) (26 Jul 2023 - 26 Jul 2023)
  3. Computer Vision & Deep Learning: The Promising Pillars in Orthodontics, RESEARCH SEMINAR, A* STAR RESEARCH CENTRE  (International) (03 Oct 2022 - 03 Oct 2022)
POSTER PRESENTER
  1. COMPUTER VISION IN TRANSPORTATION, AGRICULTURAL SCIENCE & SOCIETY, STRATEGIC ENABLEMENT OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN MALAYSIA WORKSHOP, CREST (National) (03 May 2018 - 03 May 2018)
PRESENTER
  1. Cognitive Assessment of the Special Needs Children in Quran Lessons, Persidangan Akademia-Komuniti Universiti Malaya, Pusat Komuniti dan Kelestarian (UMCares) (National) (28 Nov 2017 - 29 Nov 2017)
  2. Virtual mid-line detection on straight road for user guidance using simulation model, International Conference on Robotics, Vision, Signal Processing & Power Applications (International) (19 Dec 2009 - 20 Dec 2009)
  3. Virtual mid-line detection on curve road for user guidance using simulation model., International Conference on Computer Technology and Development (International) (13 Nov 2009 - 15 Nov 2009)

ACADEMIC/PROF. SERVICES

Evaluation
  1. (2024) Moderator Kertas Peperiksaan Akhir Sem 1 2023/2024, University, (Reviewer)
  2. (2023) Detecting Diseased Cell Signatures in The Oral Cavity Using Deep Learning, University, (Internal Examiner)
  3. (2023) Plant Infection Recognition Using Concept-Based Explainable Convolutional Neural Network to Enhance Plant Pathology and Food Security, University, (Internal Examiner)
  4. (2023) Masked Face Recognition With Deep Learning, National, (External Examiner)
  5. (2023) Detecting Diseased Cell Signatures in The Oral Cavity Using Deep Learning, University, (Internal Examiner)
  6. (2023) Deep Learning Methods for Neonatal Heart Rate Prediction Using Respiratory Signals, University, (Internal Examiner)
  7. (2023) An Online Multi-Task Learning Algorithm for Covid19 Multi-Output Spatio-Temporal Prediction, University, (Internal Examiner)
  8. (2023) A Predictive Model to Detect Early Stages of Cervical Cancer Using Convolutional Neural Network Algorithms and Digital Colposcopy Images (Re-Evaluation), National, (External Examiner)
  9. (2023) Facial Micro-Expression Spotting and Recognition With Deep Learning, University, (Internal Examiner)
  10. (2023) The Masked Graph Neural Network Model for Gastric Polyp Detection in The Healthcare 4.0, University, (Internal Examiner)
  11. (2023) Extremely Low-Light Image Enhancement With Scene Text Restoration, University, (Internal Examiner)
  12. (2023) A Novel Online Multi-Task Learning for Covid19 Multi-Output Spatio-Temporal Prediction, University, (Internal Examiner)
  13. (2023) Anomaly Detection On Tile Surface Images Using Domain Generalization Algorithms, University, (Internal Examiner)
  14. (2023) Tile Surface Crack Detection Using Model Trained On Synthetic Data, University, (Internal Examiner)
  15. (2023) Prediction of Small-for-Gestational-Age Baby Based On a Developed Fetal Growth Chart from Local Population, University, (Internal Examiner)
  16. (2023) Moderator Bagi Peperiksaan Sem 1, Sesi 2022/2023, University, (Reviewer)
  17. (2022) Oral Cancer Diagnosis Using Medical Images and Ai Techniques, University, (Internal Examiner)
  18. (2022) Facial Micro-Expression Spotting and Recognition With Deep Learning, University, (Internal Examiner)
  19. (2022) A Cervical Cancer Detection Model Using Digital Colposcopy Images and Deep Learning Algorithms, National, (External Examiner)
  20. (2022) Short Term Load Forecasting Via Explainable Artificial Intelligence (Ai), University, (Internal Examiner)
  21. (2022) Heart Disease Prediction Using Deep Learning Models, University, (Internal Examiner)
  22. (2022) Improving Novelty of Abstractive Text Summarization Using Deep Transfer Learning Approaches, University, (Internal Examiner)
  23. (2022) Generation of Carbon Dioxide Emission Based On Prediction of Fuel Rate & Flare Rate Using Machine Learning, University, (Internal Examiner)
  24. (2022) Review Rating Prediction for Restaurants Using Machine and Deep Learning Models, University, (Internal Examiner)
  25. (2022) Human Age Estimation Using Gait and Face Modalities, National, (External Examiner)
  26. (2022) Interpretable Deep Learning Radiomics With Synthetic Data Augmentation for Breast Cancer Diagnosis, University, (Internal Examiner)
  27. (2022) Improving Novelty of Abstractive Text Summarization Using Deep Transfer Learning Approaches, University, (Internal Examiner)
  28. (2022) Interpretable Predictive Modelling Framework Using Grey Relational Analysis for Hospital Readmission, University, (Internal Examiner)
  29. (2022) Facial Micro-Expression Spotting and Recognition With Deep Learning, Emotions Prediction Based On Audio-Visual Content Using Echo State Networks (Esn), Plant Infection Recognition Using Vision-Based Machine Learning Model to Enhance Plant Pathology and Food Security, University, (Internal Examiner)
  30. (2022) Moderator Bagi Peperiksaan Semester 2, Sesi 2021/2022, University, (Reviewer)
  31. (2022) Pemeriksa Dalam Bagi Peperiksaan Semester 2, Sesi 2021/2022, University, (Internal Examiner)
  32. (2022) Forecasting Palm Oil Price Using Machine Learning Techniques, University, (Internal Examiner)
  33. (2022) Interpretable Deep Learning Radiomics With Synthetic Data Augmentation for Breast Cancer Diagnosis, University, (Internal Examiner)
  34. (2022) Moderator Bagi Peperiksaan Semester 1 Sesi 2021/2022, University, (Internal Assessor)
  35. (2022) Pemeriksa Dalam Semester 1 Sesi 2021/2022, University, (Internal Examiner)
  36. (2022) Panel Penilai Projek Akademik Fsktm, University, (Internal Examiner)
  37. (2021) Improved Harris Hawks Optimization Algorithm Using Chaotic Map and Simulated Annealing for Kinship Verification Problem, University, (Internal Examiner)
  38. (2021) Panel Temuduga Saluran Terbuka Universiti Malaya (Satu) Sesi 2021/2022, University, (Internal Assessor)
  39. (2021) Effective Sentiment Analysis Using Data Augmentation and Word Weight Calculation Based On The Self-Supervised Learning, International, (Reviewer)
  40. (2021) Automatic Number Plate Recognition for Taxi Identification, University, (Internal Examiner)
  41. (2021) Predicting Return to Work Among Cardiac Rehab Participant, University, (Internal Examiner)
  42. (2021) Panel Penilai Projek Akademik 2 Semester 2 Sesi 2020/2021, University, (Internal Assessor)
  43. (2021) Penilai Projek Akademik 1 Semester 2 Sesi 2020/2021, University, (Internal Assessor)
  44. (2021) Panel Temuduga Kemasukan Pelajar Antarabangsa Sesi 2021/2022, University, (Internal Assessor)
  45. (2021) Automatic Modulation of Transfer Function Compensation for Satellite Image Restoration, University, (Internal Examiner)
  46. (2021) Investigate Wasserstein Auto-Encoder for Unsupervised Anomaly Detection in Brain Mri, University, (Internal Examiner)
  47. (2021) Segmentation of Customer Based On Rfm Model, University, (Internal Examiner)
  48. (2020) Thesis Title : FOOT RECOGNITION USING DEEP LEARNING TECHNIQUES Name : MABROUKAH MOHAMMED AHMED ABUQADUMAH Role : EXTERNAL EXAMINER UNIVERSITY : MSU , (External Examiner)
  49. (2020) [MULTIMEDIA TOOLS & APPLICATIONS] Dictionary-based smoke video recognition , (Reviewer)
  50. (2020) [MULTIMEDIA TOOLS & APPLICATIONS] Hybrid Evolutionary Technique for Contrast Enhancement of Color Images , (Reviewer)
  51. (2020) [MJCS] An Efficient FPGA Implementation of Hand Gestures Recognition Based on Neural Networks , (Reviewer)
  52. (2020) Doctorate Thesis Title: AUTOMATIC MODULATION OF TRANSFER FUNCTION COMPENSATION FOR SATELLITE IMAGE RESTORATION Name : WONG SOO MEE Id : 17005067/1, (Internal Examiner)
  53. (2019) REVIEWING MANUSCRIPT ENTITLES "EVALUATING THE DIFFERENCES BETWEEN TOP AND LOW PERFORMING STUDENTS ON PSEUDOCODE PROBLEMS: AN EYE-TRACKING STUDY" FOR INTERNATIONAL JOURNAL OF HUMAN -COMPUTER STUDIES , (Reviewer)
  54. (2019) REVIEWING MANUSCRIPT ENTITLED "SATISFIABILITY DATA MINING TECHNIQUE WITH HYBRID CLONAL SELECTION ALGORITHM FOR AUTISTIC SPECTRUM DISORDER SCREENING" ", (Reviewer)
  55. (2019) EXAMINER S EVALUATION OF RESEARCH REPORT FOR MASTER OF DATA SCIENCE (WQD7002) - (COURSEWORK ONLY) CANDIDATE S NAME: SEYED HAMID MIRGHAFOORI (WQD170103) TITLE : VIDEO CAPTCHA AS REAL-TIME LIVENESS VERIFICATION, (Internal Examiner)
  56. (2019) EXAMINER S EVALUATION OF RESEARCH REPORT FOR MASTER OF DATA SCIENCE (WQD7002) - (COURSEWORK ONLY) CANDIDATE S NAME: NUR AISHAH ALIA BT. MOHD SALLEHHUDDIN (WQD170031) TITLE: IDENTIFYING MICROFINANCING OPPORTUNITIES USING E-COMMERCE TRANSACTION DATA, (Internal Examiner)
  57. (2019) PEMERIKSA LUARAN TESIS IJAZAH KEDOKTORAN UITM. TAJUK TESIS: "DEVELOPMENT OF SELF-LEARNING ALGORITHM FOR AUTONOMOUS SYSTEM UTILIZING REINFORCEMENT LEARNING AND UNSUPERVISED WEIGHTLESS NEURAL NETWORK", (External Examiner)
  58. (2018) KEYFRAME-BASED MONOCULAR VISUAL SLAM WITH CONTINUOUS MULTIPLE MAP , (Internal Examiner)
  59. (2018) 1. Automatic Target Recognition in SAR Images 2. A Financial Statement Fraud Detection Model Based on Hybrid Data Mining Methods 3. Training FCNs model with Lesion-size-unified Dermoscopy Images for Lesion Segmentation, (Reviewer)
  60. (2018) PANEL PENILAI PROJEK AKADEMIK II TAHUN AKHIR BAGI SEMESTER 1 SESI 2018/2019, (PANEL PENILAI PROJEK AKADEMIK)
  61. (2018) LOW-LIGHT IMAGE ANALYSIS AND CONTRAST ENHANCEMENT USING GAUSSIAN PROCESS , (Internal Examiner)
  62. (2018) SATELLITE IMAGE THRESHOLDING WITH NEW ESTIMATION OF THE NOISE LEVEL IN THE CONTOURLET DOMAIN , (Reviewer)
  63. (2018) REVIEWER AND TECHNICAL COMMITTEE OF 2018 11th INTERNATIONAL CONFERENCE ON ENVIRONMENTAL AND COMPUTER SCIENCE (ICECS 2018), (Reviewer)
  64. (2017) Pemeriksa Dalam Bagi Peperiksaan Semester II Sesi 2017/2018, (Internal Examiner)
  65. (2015) CORONARY ARTERY STENOSIS DETECTION AND VISUALIZATION , (Internal Examiner)
  66. (2015) NEURO-GENETIC MODEL FOR THE PROJECTION OF CRUDE OIL PRICE CAPABLE OF HANDLING OF UNCERTAINTY , (Internal Examiner)
Contribution to external organisation
  1. (2024) Visiting Research Fellow At Centre of Excellence for Unmanned Aerial System, National, (Research Fellow/Associate)
  2. (2023) Pempamer Bagi Program Jom Masuk U 2023 Zon Pantai Timur, National, (Resource Person)
  3. (2023) Pempamer Karnival Pendidikan Kerjaya Kolej Matrikulasi Melaka, National, (Resource Person)
  4. (2023) Jawatankuasa Protem Penubuhan Pusat Penyelidikan Aeroangkasa Universiti Malaya, University, (Expert Advisor)
  5. (2019) NEW MEDIA TECHNOLOGY RESEARCH GROUP, MANAGEMENT AND SCIENCE UNIVERSITY, National
  6. (2019) SHORT COURSE OF COMPUTER VISION FOR INBOUND STUDENTS FROM LANZHOU UNIVERSITY, CHINA, LANZHOU UNIVERSITY, CHINA
  7. (2019) THINKING AND COMMUNICATION SKILLS LECTURE 18 SEPT 2019, SHINSHU UNIVERSITY
  8. (2019) THINKING AND COMMUNICATION SKILLS LECTURE 11 SEPT 2019, SHINSHU UNIVERSITY
  9. (2015) Anugerah Projek Akademik Cemerlang (APAC) 2015, Faculty of Computer Science & Information Technology
  10. (2015) One Day Workshop on LaTeX Academic Writing 2015, Faculty of Computer Science & Information Technology
  11. (2014) Grant Collaborator, Universiti Teknologi MARA Shah Alam, National
  12. (2014) Grant Collaborator, Universiti Teknologi Malaysia, National
Contribution to event
  1. (2023) Appointed as Judge to Sulam Showcase Day 2023, University, (Panelist/Moderator)
  2. (2022) Bengkel Hal Ehwal Pelajar Fsktm 2022, University, (Participant)
  3. (2022) Ai Research Group Workshop, University, (Participant)
  4. (2022) Bengkel Pemurnian Pelan Strategik Fsktm 2022 - Siri 2, University, (Participant)
  5. (2022) Bengkel Pemurnian Pelan Strategik Fsktm 2022 - Siri 1, University, (Participant)
  6. (2022) Bengkel Penyediaan Dokumen Psar 03 (Ijazah Dasar) Siri 2 2022, University, (Participant)
  7. (2022) Bengkel Penyediaan Dokumen Psar 03 (Ijazah Dasar) Siri 1 2022, University, (Participant)
Media appearance
  1. (2023) Tingkat Kemahiran Diri Hadapi Ledakan Ai Menjelang 2030, National, (Interview)
  2. (2023) Kecerdasan Buatan Untuk Semua Orang, International, (Discourse)
Mentoring
  1. (2024) Menjadi Penasihat Akademik Bagi Pelajar-Pelajar Di Bawah Pemerhatian (Cgpa, University, (Academic Advisor)
  2. (2023) Hosting and Mentoring Inbound Student from Ehime University - Mr. Ikenouchi Hayato, International, (Mentor)
  3. (2023) Penasihat Projek Penyelidikan Pelajar Bagi Kursus Ko-Kurikulum Gki 1001, University, (Mentor)

SUPERVISION

Postgraduate Student
PhD/ Doctoral
  1. (2024) Photorealistic Portrait Style Transfer with Vision Transformer, MAOWEN ZHOU
  2. (2024) GAME LEARNING ANALYTICS, FATIN NASUHA ABDUL RAZAK
  3. (2024) Evaluation of Neural Network Model to Improve Detection of Advanced Persistent Threats (APT) in the Banking Industry Malaysia., NOOR HAZLINA ABDUL MUTALIB
  4. (2024) Thermal Sensing of a Person by Robots, QURRAT UL AIN
  5. (2023) Three-Dimensional Craniometrics Identification Model and Cephalic Index Classification of Malaysian Sub-Adults: A Multi-Slice Computed Tomography Study, SHARIFAH NABILAH BT SYED MOHD HAMDAN
  6. (2023) TEMPORAL RELATIONAL REASONING IN VIDEOS, Zahra Mahmoud
  7. (2023) ASSESSMENT OF ROOT RESORPTION USING FEATURE SELECTION TECHNIQUE OF INTRAORAL AND CONE BEAM CT IMAGES, NOR HIDAYAH REDUWAN
  8. (2023) Diabetic Retinopathy Detection Using Fusion of Textural and Optimized CNN Features, UZAIR ISHTIAQ
  9. (2021) Medical Image Registration using adversarial training, Behzad Mahaseni
  10. (2017) FEATURES MINING FOR ONLINE HANDWRITTEN ARABIC SIGNATURE VERIFICATION, UZAIR ISHTIAQ
  11. (2014) TBC, THINAGARAN A/L K. HARIDASS
Master
  1. (2024) Breomics-U2NET: Intra-Stage Multi-Scale Dual-Stream Atrous Convolutional Neural Network with Efficient Channel Attention-Based Fusion for Breast Cancer Segmentation Using Automated Breast Ultrasound, NOR HAQKIEM BIN HAMDAN
  2. (2024) Al Based Dental Age Estimation using Buccal Bone Level for Saudi Children, SEYED MATIN MAZLOOM NEZHAD
  3. (2024) Multimodal of LSTM and CNN Fusion, HILMAN HAZIQ ZIKRY BIN HILMI
  4. (2024) AMERICAN SIGN LANGUAGE ALPHABETS DETECTION IN LOW LIGHT INTENSITY ENVIRONMENTS, LAVENESWARY KRISHNAN
  5. (2023) Component Reusability Assessment Model for Autonomous Car Open Source Middleware, A K M SAIFUL HOQUE
  6. (2023) Progressive Expansion: A Reversed Once-For-All Network Training Paradigm for Efficient Edge Model Training in Medical Imaging Use Case, LIM SHIN WEI
  7. (2022) Cardiovascular Disease Prediction Using Long Short Term Memory with Data Augmentation, LOO JIAN HAO
  8. (2021) MACHINE LEARNING FOR LEAF DISEASE SEGMENTATION AND SEVERITY ESTIMATION, ABDUL HAZIM BIN ABDUL MAJEED
  9. (2020) Spotting Events in Football Videos with a Combination of Two-Stream CNN and Dilated RNNS, BEHZAD MAHASENI
  10. (2018) IRIS BIO METRIC RECOGNITION AND AUTHENTICATION, LAVENESWARY KRISHNAN
  11. (2017) Vision-Based Vehicle Overtaking Assistance System, FARHANA BINTI MUSA
  12. (2016) A Vision Based Speed Breaker Detection for Early Warning Notification, ZAFIENAS BINTI CHE ANI
  13. (2016) A Vision Based Speed Breaker Detection for Early Warning Notification, ZAFIENAS BINTI CHE ANI
  14. (2015) A Vision Based Speed Breaker Detection for Early Warning Notification, ZAFIENAS BINTI CHE ANI
Under Graduate Students
  1. (2023) Intelligent Bracket Placement using Computer Vision
  2. (2023) Forecasting of the Food Security Inflation in Malaysia using ARIMA Model and Machine Learning Approach
  3. (2023) Exercise Prescription Recommendation System for Cardiac Patients
  4. (2023) Computer Vision-based Detection of Tooth Decay and Cavities
  5. (2023) Buddy Recommendation System for Personalized Healthcare
  6. (2023) Automated Triage System for Emergency Room Patients using Computer Vision and Machine Learning
  7. (2023) Automated Tooth Segmentation and Alignment in Orthodontic Treatment Planning
  8. (2023) Automated Recognition of Facial Expressions of Pain using Machine Learning
  9. (2023) Industrial Training, MUHAMMAD AMMAR BIN MOHD HAZLAN
  10. (2022) Tooth Detection and Numbering for Anterior Crowded Teeth using Deep CNN
  11. (2022) Oil Palm Fresh Fruit Bunch Ripeness Classification Using Convolutional Neural Network
  12. (2022) Gender and Ethnicity Estimation based on Skull Size
  13. (2022) Forecasting of Food Security Inflation in Malaysia using ARIMA Model and Machine Learning Approach
  14. (2022) Evaluation of Root Resorption Using Feature Selection Technique on Cone Beam Computed Tomography Images
  15. (2022) Bone Resorption Severity Classification Using Panaromic Radiograph Images of Malaysia Population
  16. (2022) Bone Resorption Pattern Recognition of Edentulous Mandible
  17. (2021) SMART PARKING SELECTION SYSTEM
  18. (2021) Quantifying Resorbed Root Surface Volume on Cone Beam CT Images using Feature Selection Analysis
  19. (2021) Prediction Model for Post Covid-19 Patients
  20. (2021) Online Learning Engagement Detection based on Facial Expression Recognition
  21. (2021) EXERCISE RECOMMENDATION SYSTEM FOR CARDIAC PATIENTS
  22. (2021) EMPLOYEE INFORMATION SYSTEM FOR STAFF PERFORMANCE AND TALENT MANAGEMENT
  23. (2021) Dentistry System for Age Estimation Based on Bone Level
  24. (2021) Age Estimation Based on Skull Size
  25. (2021) AGE ESTIMATION BASED ON APICAL FORAMEN 3D IMAGE
  26. (2017) [FYP-IPPI PROJECT]SMART MONITORING SYSTEM

TEACHING

Master
  1. (2023) WQF7002 - Artificial Intelligence Techniques
  2. (2023) WQD7001 - Principles of Data Science
Bachelor
  1. (2023) WIX1001 - Computing Mathematics I
  2. (2023) WIA1006 - Machine Learning
  3. (2022) WIX1001 - Computing Mathematics I
  4. (2022) WIA1004 - Fundamentals of Artificial Intelligence
  5. (2022) WIA1006 - Machine Learning
  6. (2021) WIX1001 - Computing Mathematics I
  7. (2021) WIA1004 - Fundamentals of Artificial Intelligence
  8. (2017) WIA1004 - Fundamentals of Artificial Intelligence
  9. (2016) WIA1004 - Fundamentals of Artificial Intelligence
  10. (2016) WIX1001 - Computing Mathematics I
  11. (2015) WAES1102 - Principals of Artificial Intelligence
  12. (2015) WXES2112 - Thinking and Communication Skills
  13. (2014) WAES1102 - Principals of Artificial Intelligence
  14. (2014) WAES3370 - Artificial Intelligence Software Tools
  15. (2014) WXES1112 - Computing Mathematics 1
  16. (2013) WAES1102 - Principals of Artificial Intelligence
  17. (2013) WAES3370 - Artificial Intelligence Software Tools
  18. (2013) WXES1112 - Computing Mathematics 1
  19. (2012) WAES1102 - Principals of Artificial Intelligence
  20. (2012) WXES1112 - Computing Mathematics 1

PATENT/IPR

  • SNA Estimator
    COPYRIGHT
  • UMFit - a tradename for electronic activity tracking system (EATs)
    TRADEMARK

SOCIAL RESPONSIBILITY ACTIVITIES

  • Student Mobility Program At Prince of Songkla University, Hat Yai, Thailand, (22 Aug 2023 - 26 Aug 2023) (International)
  • Panel Penilai Projek Latihan Ilmiah Ii 2018, (07 Dec 2018 - 14 Dec 2018)
  • Supervisor for Industrial Training Semester 1 2018/2019, (03 Sep 2018 - 28 Feb 2019)
  • Fsktm Merdeka Walk 2018, (13 Aug 2018 - 13 Aug 2018)
  • Program Komuniti Jualan Amal (Buy 4 Charity) Untuk Tabung Kemanusiaan Bersama Kaki Volunteers Malaysia, (19 Apr 2018 - 19 Apr 2018)
  • Kempen Derma Darah 2018, (17 Apr 2018 - 17 Apr 2018)
  • Seminar Graduate On Time 2018, (05 Feb 2018 - 05 Feb 2018)
  • International Technical Committee Member of Cceai 2018, Boracay, Philipines, Jan.19-21, 2018, (19 Jan 2018 - 21 Jan 2018)
  • Supervisor for Industrial Training Semester 2 2017/2018, (29 Dec 2017 - 28 Feb 2019)
  • Larian Hari Keputeraan Sultan Nazrin Shah 2017, (12 Nov 2017 - 12 Nov 2017)
  • Unesco World Teacher'S Day Walk/Run 2017, (07 Oct 2017 - 07 Oct 2017)
  • Tech Data_ibm Nvidia - The Future of Artificial Intelligence & Deep Learning, (17 Aug 2017 - 17 Aug 2017)
  • Qalb-Guided Leadership Training, (07 Aug 2017 - 08 Aug 2017)
  • Extension of Tilawah Asyraaf Mobile Apps, (01 Jun 2017 - 31 Dec 2017)
  • Standard Chartered Kl Marathon 2017, (21 May 2017 - 21 May 2017)
  • Program Pemantapan Pasukan 2017, (11 May 2017 - 14 May 2017)
  • Spongebob Run 2017, (26 Mar 2017 - 26 Mar 2017)
  • Malaysia Women Marathon 2017, (05 Mar 2017 - 05 Mar 2017)
  • Kl International New Year Run 2017, (01 Jan 2017 - 01 Jan 2017)
  • Run for Unity, (03 Sep 2016 - 03 Sep 2016)
  • Kiwanis Club of Klang Fun Run, (31 Jul 2016 - 31 Jul 2016)
  • Building a Mobile Apps for Special Needs Children (Tilawah Asyraaf Mobile Apps), (01 May 2016 - 15 Dec 2016)

COURSE ATTENDED

Internal / External Course
COURSES ORGANIZED BY PTJ
  1. MANAGING STRESS WITH MINDFULNESS, The Cube Faculty of Computer Science and Information Technology (10 Jul 2018 - 10 Jul 2018)
INTERNAL COURSE- ORGANIZED BY PTJ
  1. WORKSHOP: MANAGING STRESS WITH MINDFULNESS, Universiti Malaya (10 Jul 2018 - 10 Jul 2018)
  2. WORKSHOP: EMERALD TEACHING & LEARNING, Universiti Malaya (23 Jul 2018 - 27 Jul 2018)
  3. ETIKET PROFESIONAL DAN IMEJ KORPORAT, Bilik Senat Aras 4 Bangunan Canseleri (02 Nov 2023 - 02 Nov 2023)
EXTERNAL COURSE
  1. MACHINE LEARNING FOR ENGINEERING DATA INTELLIGENCE, Akademi Sains Malaysia (12 Nov 2018 - 12 Nov 2018)
INTERNAL COURSE
  1. PROGRAM TRANSFORMASI MINDA, Aras 4, Bilik Senat Bangunan Canseleri (01 Apr 2019 - 04 Apr 2019)