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Chun-Ti (Peter) Chou AI (DL/ML) Researcher & Engineer / Signal Processing https://www.linkedin.com/in/chun-ti-chou/ chunti.chou@gmail.comTaipei/Hsinchu, Taiwan Working Experience and Education Senior AI Research/Engineer NeuroBonic Inc. • MarchPresent As a core startup member, I am responsible for developing a DL framework for our emotion recognition solution. The team joined AppWorks AW#25 (JulyDec, a startup acceleration program. Skills : Digital Signal Processing (SciPy, Librosa), Deep Learning (PyTorch), Project Management Master's Degree, Computer Science and
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by reinforcement learning. Cellphone:Gmail: leeivan1007@gmail.com Personal Web: https://www.ivan-lee.me/ Blog: https://medium.com/change-the-world-with-technology Work experience AI senior engineer G4 technology compan y FEBJUL 2022 Taipei, Taiwan Recruit AI researchers and RD. Planning and project management. 1. Plan project development and project process 2. Organize the paper-sharing club 3. Plan coding style python with team members 4. Lead newcomers to familiarize the project and development AI junior engineer G4 technology compan
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Mario Yi Software Engineer Experienced software engineer with a focus on frontend development. Passionate about the intersection of AI and education. Enthusiastic about startup environments. Possess strong problem-solving and business logic analysis skills. Known for effective communication and adept at collaborative teamwork. Tallinn, Estonia Work Experience Founding Frontend Engineer Mila AI JunePresent United Kingdom Collaborating within a compact team of AI engineers, language researchers, and UX/UI designers, spearheaded the development of an AI language learning assistant. - Developing the frontend using React.js, Tailwind CSS, Zustand, and Vite. - Utilizing Microsoft
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of millions, to bolster model development and optimization. ◆Excelled in distributed computing, optimizing code execution across thousands of systems to significantly improve processing speed and efficiency. ◆Developed sophisticated data visualization tools to distill complex datasets into actionable insights, aiding strategic decision-making. The University of Tokyo, Foreign Researcher (OctSep◆Pioneered a neural network-based approach for cell image classification and data visualization, enhancing lab capabilities in biological research. ◆Designed a user-friendly GUI for neural network model training, democratizing access to advanced computational tools for non-programmers. Education National Chiao-Tung University, Ph.D.
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Pqnrom31qp6yg0dgpbw2

Chien-Chi Kao

Seasoned Scientist with solid industry and academic background. Programming efficiency in Python and Java: See my GitHub: https://github.com/Mickey0521/ (with more than 100 stars). Having focused on System Development (network management system), AI (deep learning and machine learning) and Networking (5G) the past three years. In 2014, I received a Ph.D. degree in Computer Science from National Tsing Hua University and the IBM Ph.D. Fellowship Award (US$12K). I was an exchange student in Technische Universität Berlin and was an Assistant Professor in National Taiwan Ocean University. I am currently working in Chunghwa Telecom, the largest telecommunications company in Taiwan. I have at least 3 papers are cited top 10% in the same or a similar field (with more than 200 citations). For more information, see my CV (https://reurl.cc/1xGLjG) and my LinkedIn (https://www.linkedin.com/in/chien-chi-kao-68ab391a4/).

Education

Ph.D., Computer Science, National Tsing-Hua University (NTHU), Hsinchu, Taiwan                         2008 - 2014

  • GPA: 4.0/4.0
  • Investigated wireless networking and algorithms (Advisor: Prof. Shun-Ren Yang).

Experience

Data Scientist, Chunghwa Telecom, Taipei, Taiwan                                 Jan. 2018 - present

• Worked on AI and Networking (programmed in Python with TensorFlow/Keras, Numpy, Pandas, Scikit-Learn, and SQL), and published 3 international papers in 2020:

  1. Led the network traffic prediction project (4-person team) to develop deep neural networks for regression analysis problems using AI models (e.g., DNN, RNN, LSTM, GRU and BLSTM). 
  2. Led the recommendation system project (5-person team) and analyzed user behavior data.
  3. Led the recognition system project (3-person team) and implemented machine learning and deep learning models (e.g., Alexnet, Googlenet and Resnet).
  4. Participated in the Quality of Service Prediction project (6-person team) and published an international conference paper (i.e., IEEE ECICE 2020). 

• Developed a troubleshooting module in the network management system by using fuzzy logic and max-min composition (programmed in Java).

• Developed a TV-rating platform to collect the user behavior data from 2,000,000 set-top boxes (programmed multi-threading in Java).

Company@2x

Assistant Professor, National Taiwan Ocean University, Taiwan   Aug. 2015 - Jan. 2018

Directed Wireless Internet Technology Laboratory (with 7 undergraduates and 3 Master's students).

Lectured on 'Introduction to Algorithms', 'Design and Analysis of Algorithms', 'Introduction to Computer Networks', 'Wireless Networks', and 'Calculus'.

• Published more than 10 journals/conferences papers (total citations are more than 150 times)

Company@2x

Exchange PhD Student, Technische Universität Berlin, Germany  Sep. 2013 - Sep. 2014

Discussed research methods with Ph.D. students, postdoctoral researchers, and Prof. Adam Wolisz in Telecommunication Networks Group with the EECS Faculty.

Company@2x

Licenses and Certifications 

Artificial Intelligence Technology Application Program and Certification

National Taiwan University, Aug 2019 - Dec 2019, Credential Identifier: 1080428

Company@2x

Artificial Intelligence Training Program and Certification

National Taiwan University, Mar 2019 - Aug 2019, Credential Identifier: 1080358

Skills 

  • Algorithms, Wireless Networking, AI
  • Computer Science, Machine Learning,  Deep Learning
  • python, java, C, C++, TensorFlow, Keras, Scikit-Learn, Numpy, Pandas, SQL, Git

Language 

  • Mandarin – Native 
  • English – Fluent (TOEIC Test: 905/990, GEPT: High-Intermediate Level)

Publications


  • Refereed Journal Papers and International Conference Papers (Total Citations: 217)
  1. Chien-Chi Kao, Chih-Wei Chang, Ching-Po Cho and Jin-Yuan Shun. “Deep Learning and Ensemble Learning for Traffic Load Prediction in Real World Networks,” IEEE Eurasia Conference on IOT, Communication and Engineering (IEEE ECICE), 2020. (Accepted
  2. Yung-Chang Lai, Chien-Chi Kao, Jhih-Dao Jhan, Wen-Che Yang, Fei-Hua Kuo and Tai-Chueh Shih. “Quality of Service Measurement and Prediction through AI Technology,” IEEE Eurasia Conference on IOT, Communication and Engineering (IEEE ECICE), 2020 (Accepted ).
  3. Chien-Chi Kao, Yung-Chang Lai, Chih-Wei Chang and Jin-Yuan Shun. “Intelligent Management System: Deep Convolutional Neural Networks for Automatic Attribute Recognition in IP Surveillance Networks,” Asia-Pacific Network Operations and Management Symposium (APNOMS), Daegu, Korea, Sep. 2020 (Accepted ). 
  4. En-Cheng Liou, Chien-Chi Kao, Ching-Hao Chang, Yi-Shan Lin and Chun-Ju Huang. “Internet of Underwater Things: Challenges and Routing Protocols,” IEEE International Conference on Applied System Invention (ICASI), 2018. (Cited by 25)  
  5. Chien-Chi Kao, Yi-Shan Lin, Geng-De Wu, and Chun-Ju Huang. “A Comprehensive Study on the Internet of Underwater Things: Applications, Challenges, and Channel Models,” Sensors, accepted. 2017. (SCI, EI) (5-Year Impact Factor: 2.964, INSTRUMENTS & INSTRUMENTATION Ranking: 10/58) (Cited by 92)
  6. Chien-Chi Kao, Yi-Shan Lin, Geng-De Wu, and Chun-Ju Huang. “A Study of Applications, Challenges, and Channel Models on the Internet of Underwater Things,” IEEE International Conference on Applied System Innovation (IEEE ICASI), 2017. (First Prize Paper Award) (Cited by 13)  
  7. Chien-Chi Kao, Shun-Ren Yang and Hsin-Chen Chen. “On Energy Efficiency of IEEE 802.16m Interframe Scheduling for Scalable Video Multicast,” IEEE Transactions on Mobile Computing, vol. 13, no. 12, pp. 2870-2887, Dec. 2014. (SCI, EI) (5-Year Impact Factor: 3.349, TELECOMMUNICATIONS Ranking: 5/78) (Cited by 2)
  8. Chien-Chi Kao, Yung-Chang Lai and Shun-Ren Yang. “QoE Enhancement for Scalable Video over OFDMA Networks Using Interframe Scheduling,” IEEE Wireless Communications and Networking Conference (WCNC), 2014. (Cited by 0)  
  9. Jang-Ping Sheu, Chien-Chi Kao, Shun-Ren Yang and Lee-Fan Chang. “A Resource Allocation Scheme for Scalable Video Multicast in WiMAX Relay Networks,” IEEE Transactions on Mobile Computing, vol. 12, no. 1, pp. 90-104, Jan. 2013. (SCI, EI) (5-Year Impact Factor: 3.349, TELECOMMUNICATIONS Ranking: 5/78) (Cited by 35)
  10. Chien-Chi Kao, Shun-Ren Yang and Hsin-Chen Chen. “A sleep-mode interleaving algorithm for layered-video multicast services in IEEE 802.16e networks,” Computer Networks (Elsevier), vol. 56, no. 16, Nov. 2012. (SCI, EI) (5-Year Impact Factor: 1.871, TELECOMMUNICATIONS Ranking: 20/78) (Cited by 5)
  11. Chien-Chi Kao, Shun-Ren Yang and Tung-Lin Tsai. “Performance Enhancement of Repacking and Borrowing Mechanisms for IEEE 802.16j Multihop Resource Scheduling,” Computer Networks (Elsevier), vol. 55, no. 17, Dec. 2011. (SCI, EI) (5-Year Impact Factor: 1.871, TELECOMMUNICATIONS Ranking: 20/78) (Cited by 0)
  12. Tsung-Chin Shih, Chien-Chi Kao and Shun-Ren Yang. “A Cooperative MAC Protocol in Multi-Channel Wireless Ad Hoc Networks,” IEEE International Wireless Communications and Mobile Computing Conference (IWCMC), 2011. (Cited by 4)  
  13. Chien-Chi Kao, Shun-Ren Yang and Jia-Yun Wang. “A Sleep-Mode Interleaving Algorithm for Layered-Video Multicast over Mobile WiMAX,” IEEE Wireless Communications & Networking Conference (WCNC), 2011. (Cited by 4
  14. Shun-Ren Yang, Chien-Chi Kao, Wai-Chi Kan and Tzung-Chin Shih. “Handoff Minimization Through a Relay Station Grouping Algorithm With Efficient Radio-Resource Scheduling Policies for IEEE 802.16j Multihop Relay Networks,” IEEE Transactions on Vehicular Technology, vol. 59, no. 5, pp. 2185-2197, Jun. 2010. (SCI, EI) (5-Year Impact Factor: 2.667, TELECOMMUNICATIONS Ranking: 12/78) (Cited by 28)
  15. Shin-Hua Yang, Shun-Ren Yang and Chien-Chi Kao. “Analyzing VoIP Capacity with Delay Guarantee for Integrated HSPA Networks,” International Conference on Future Generation Communication and Networking (FGCN), 2009. (Cited by 6
  16. Shun-Ren Yang and Chien-Chi Kao. “An Energy-Efficient Scheduling Algorithm for IEEE 802.16e Broadband Wireless Access Systems,” International Conference on Wireless Communications and Mobile Computing (IWCMC), 2009. (Cited by 3)

Honors and Awards


  1. Organizing Committee of the Asia-Pacific Network Operations and Management Symposium (APNOMS), Innovation Co-Chair, Korea, 2020
  2. First Prize Paper Award, IEEE International Conference on Applied System Innovation (ICASI), IEEE & TIKI, Japan, 2017
  3. IC-TECS Invited Presentation (Award Certificate), Asia Pacific Society for Computing and Information Technology, Taiwan, 2016
  4. MOST Subsidies for Distinguished Talents (NT$ 240,000), 2016
  5. MOST Subsidies for Distinguished Talents (NT$ 150,000), 2015
  6. Sandwich Scholarship (€13.5K = NT$540K), MOST & DAAD (Germany), 2013-2014  
  7. IBM Ph.D. Fellowship Award (US$12K = NT$360K), IBM (worldwide), 2013  
  8. Nominated for Marquis Who's Who in the World, worldwide, 2012
  9. President's Scholarship (NT$240K), NTHU (Taiwan), 2008-2009 
  10. Honorary Member, Phi Tau Phi Scholastic Honora Society, NTHU (Taiwan), 2008

Resume
Profile
Pqnrom31qp6yg0dgpbw2

Chien-Chi Kao

Seasoned Scientist with solid industry and academic background. Programming efficiency in Python and Java: See my GitHub: https://github.com/Mickey0521/ (with more than 100 stars). Having focused on System Development (network management system), AI (deep learning and machine learning) and Networking (5G) the past three years. In 2014, I received a Ph.D. degree in Computer Science from National Tsing Hua University and the IBM Ph.D. Fellowship Award (US$12K). I was an exchange student in Technische Universität Berlin and was an Assistant Professor in National Taiwan Ocean University. I am currently working in Chunghwa Telecom, the largest telecommunications company in Taiwan. I have at least 3 papers are cited top 10% in the same or a similar field (with more than 200 citations). For more information, see my CV (https://reurl.cc/1xGLjG) and my LinkedIn (https://www.linkedin.com/in/chien-chi-kao-68ab391a4/).

Education

Ph.D., Computer Science, National Tsing-Hua University (NTHU), Hsinchu, Taiwan                         2008 - 2014

  • GPA: 4.0/4.0
  • Investigated wireless networking and algorithms (Advisor: Prof. Shun-Ren Yang).

Experience

Data Scientist, Chunghwa Telecom, Taipei, Taiwan                                 Jan. 2018 - present

• Worked on AI and Networking (programmed in Python with TensorFlow/Keras, Numpy, Pandas, Scikit-Learn, and SQL), and published 3 international papers in 2020:

  1. Led the network traffic prediction project (4-person team) to develop deep neural networks for regression analysis problems using AI models (e.g., DNN, RNN, LSTM, GRU and BLSTM). 
  2. Led the recommendation system project (5-person team) and analyzed user behavior data.
  3. Led the recognition system project (3-person team) and implemented machine learning and deep learning models (e.g., Alexnet, Googlenet and Resnet).
  4. Participated in the Quality of Service Prediction project (6-person team) and published an international conference paper (i.e., IEEE ECICE 2020). 

• Developed a troubleshooting module in the network management system by using fuzzy logic and max-min composition (programmed in Java).

• Developed a TV-rating platform to collect the user behavior data from 2,000,000 set-top boxes (programmed multi-threading in Java).

Company@2x

Assistant Professor, National Taiwan Ocean University, Taiwan   Aug. 2015 - Jan. 2018

Directed Wireless Internet Technology Laboratory (with 7 undergraduates and 3 Master's students).

Lectured on 'Introduction to Algorithms', 'Design and Analysis of Algorithms', 'Introduction to Computer Networks', 'Wireless Networks', and 'Calculus'.

• Published more than 10 journals/conferences papers (total citations are more than 150 times)

Company@2x

Exchange PhD Student, Technische Universität Berlin, Germany  Sep. 2013 - Sep. 2014

Discussed research methods with Ph.D. students, postdoctoral researchers, and Prof. Adam Wolisz in Telecommunication Networks Group with the EECS Faculty.

Company@2x

Licenses and Certifications 

Artificial Intelligence Technology Application Program and Certification

National Taiwan University, Aug 2019 - Dec 2019, Credential Identifier: 1080428

Company@2x

Artificial Intelligence Training Program and Certification

National Taiwan University, Mar 2019 - Aug 2019, Credential Identifier: 1080358

Skills 

  • Algorithms, Wireless Networking, AI
  • Computer Science, Machine Learning,  Deep Learning
  • python, java, C, C++, TensorFlow, Keras, Scikit-Learn, Numpy, Pandas, SQL, Git

Language 

  • Mandarin – Native 
  • English – Fluent (TOEIC Test: 905/990, GEPT: High-Intermediate Level)

Publications


  • Refereed Journal Papers and International Conference Papers (Total Citations: 217)
  1. Chien-Chi Kao, Chih-Wei Chang, Ching-Po Cho and Jin-Yuan Shun. “Deep Learning and Ensemble Learning for Traffic Load Prediction in Real World Networks,” IEEE Eurasia Conference on IOT, Communication and Engineering (IEEE ECICE), 2020. (Accepted
  2. Yung-Chang Lai, Chien-Chi Kao, Jhih-Dao Jhan, Wen-Che Yang, Fei-Hua Kuo and Tai-Chueh Shih. “Quality of Service Measurement and Prediction through AI Technology,” IEEE Eurasia Conference on IOT, Communication and Engineering (IEEE ECICE), 2020 (Accepted ).
  3. Chien-Chi Kao, Yung-Chang Lai, Chih-Wei Chang and Jin-Yuan Shun. “Intelligent Management System: Deep Convolutional Neural Networks for Automatic Attribute Recognition in IP Surveillance Networks,” Asia-Pacific Network Operations and Management Symposium (APNOMS), Daegu, Korea, Sep. 2020 (Accepted ). 
  4. En-Cheng Liou, Chien-Chi Kao, Ching-Hao Chang, Yi-Shan Lin and Chun-Ju Huang. “Internet of Underwater Things: Challenges and Routing Protocols,” IEEE International Conference on Applied System Invention (ICASI), 2018. (Cited by 25)  
  5. Chien-Chi Kao, Yi-Shan Lin, Geng-De Wu, and Chun-Ju Huang. “A Comprehensive Study on the Internet of Underwater Things: Applications, Challenges, and Channel Models,” Sensors, accepted. 2017. (SCI, EI) (5-Year Impact Factor: 2.964, INSTRUMENTS & INSTRUMENTATION Ranking: 10/58) (Cited by 92)
  6. Chien-Chi Kao, Yi-Shan Lin, Geng-De Wu, and Chun-Ju Huang. “A Study of Applications, Challenges, and Channel Models on the Internet of Underwater Things,” IEEE International Conference on Applied System Innovation (IEEE ICASI), 2017. (First Prize Paper Award) (Cited by 13)  
  7. Chien-Chi Kao, Shun-Ren Yang and Hsin-Chen Chen. “On Energy Efficiency of IEEE 802.16m Interframe Scheduling for Scalable Video Multicast,” IEEE Transactions on Mobile Computing, vol. 13, no. 12, pp. 2870-2887, Dec. 2014. (SCI, EI) (5-Year Impact Factor: 3.349, TELECOMMUNICATIONS Ranking: 5/78) (Cited by 2)
  8. Chien-Chi Kao, Yung-Chang Lai and Shun-Ren Yang. “QoE Enhancement for Scalable Video over OFDMA Networks Using Interframe Scheduling,” IEEE Wireless Communications and Networking Conference (WCNC), 2014. (Cited by 0)  
  9. Jang-Ping Sheu, Chien-Chi Kao, Shun-Ren Yang and Lee-Fan Chang. “A Resource Allocation Scheme for Scalable Video Multicast in WiMAX Relay Networks,” IEEE Transactions on Mobile Computing, vol. 12, no. 1, pp. 90-104, Jan. 2013. (SCI, EI) (5-Year Impact Factor: 3.349, TELECOMMUNICATIONS Ranking: 5/78) (Cited by 35)
  10. Chien-Chi Kao, Shun-Ren Yang and Hsin-Chen Chen. “A sleep-mode interleaving algorithm for layered-video multicast services in IEEE 802.16e networks,” Computer Networks (Elsevier), vol. 56, no. 16, Nov. 2012. (SCI, EI) (5-Year Impact Factor: 1.871, TELECOMMUNICATIONS Ranking: 20/78) (Cited by 5)
  11. Chien-Chi Kao, Shun-Ren Yang and Tung-Lin Tsai. “Performance Enhancement of Repacking and Borrowing Mechanisms for IEEE 802.16j Multihop Resource Scheduling,” Computer Networks (Elsevier), vol. 55, no. 17, Dec. 2011. (SCI, EI) (5-Year Impact Factor: 1.871, TELECOMMUNICATIONS Ranking: 20/78) (Cited by 0)
  12. Tsung-Chin Shih, Chien-Chi Kao and Shun-Ren Yang. “A Cooperative MAC Protocol in Multi-Channel Wireless Ad Hoc Networks,” IEEE International Wireless Communications and Mobile Computing Conference (IWCMC), 2011. (Cited by 4)  
  13. Chien-Chi Kao, Shun-Ren Yang and Jia-Yun Wang. “A Sleep-Mode Interleaving Algorithm for Layered-Video Multicast over Mobile WiMAX,” IEEE Wireless Communications & Networking Conference (WCNC), 2011. (Cited by 4
  14. Shun-Ren Yang, Chien-Chi Kao, Wai-Chi Kan and Tzung-Chin Shih. “Handoff Minimization Through a Relay Station Grouping Algorithm With Efficient Radio-Resource Scheduling Policies for IEEE 802.16j Multihop Relay Networks,” IEEE Transactions on Vehicular Technology, vol. 59, no. 5, pp. 2185-2197, Jun. 2010. (SCI, EI) (5-Year Impact Factor: 2.667, TELECOMMUNICATIONS Ranking: 12/78) (Cited by 28)
  15. Shin-Hua Yang, Shun-Ren Yang and Chien-Chi Kao. “Analyzing VoIP Capacity with Delay Guarantee for Integrated HSPA Networks,” International Conference on Future Generation Communication and Networking (FGCN), 2009. (Cited by 6
  16. Shun-Ren Yang and Chien-Chi Kao. “An Energy-Efficient Scheduling Algorithm for IEEE 802.16e Broadband Wireless Access Systems,” International Conference on Wireless Communications and Mobile Computing (IWCMC), 2009. (Cited by 3)

Honors and Awards


  1. Organizing Committee of the Asia-Pacific Network Operations and Management Symposium (APNOMS), Innovation Co-Chair, Korea, 2020
  2. First Prize Paper Award, IEEE International Conference on Applied System Innovation (ICASI), IEEE & TIKI, Japan, 2017
  3. IC-TECS Invited Presentation (Award Certificate), Asia Pacific Society for Computing and Information Technology, Taiwan, 2016
  4. MOST Subsidies for Distinguished Talents (NT$ 240,000), 2016
  5. MOST Subsidies for Distinguished Talents (NT$ 150,000), 2015
  6. Sandwich Scholarship (€13.5K = NT$540K), MOST & DAAD (Germany), 2013-2014  
  7. IBM Ph.D. Fellowship Award (US$12K = NT$360K), IBM (worldwide), 2013  
  8. Nominated for Marquis Who's Who in the World, worldwide, 2012
  9. President's Scholarship (NT$240K), NTHU (Taiwan), 2008-2009 
  10. Honorary Member, Phi Tau Phi Scholastic Honora Society, NTHU (Taiwan), 2008