AI Ready Enhancement Program

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Module 12: Fundamental to Develop AI – Learn to create a simple AI-based tool (e.g.: ChatBot)

Resources/ Materials

  1. Uptech. (n.d.). How to build AI software. Uptech. Retrieved from https://www.uptech.team/blog/how-to-build-ai-software 
  2. Sienna Provvidenza. (2024). Fundamentals of AI development. Dragonspears Blog. Retrieved from https://www.dragonspears.com/blog/fundamentals-of-ai-development 
  3. von Garrel, J., & Mayer, J. (2024). Which features of AI-based tools are important for students? A choice-based conjoint analysis. Computers and Education: Artificial Intelligence, 7, 100311. https://doi.org/10.1016/j.caeai.2024.100311 
  4. Debut Infotech. (n.d.). AI tools and frameworks. Debut Infotech Blog. Retrieved from https://www.debutinfotech.com/blog/ai-tools-and-frameworks 
  5. Georgetown University Library. (n.d.). AI tools: A guide for developers. Retrieved from https://guides.library.georgetown.edu/ai/tools 
  6. Revelo. (n.d.). How to make an AI. Revelo Blog. Retrieved from https://www.revelo.com/blog/how-to-make-an-ai 
  7. Roy, R. (2024, December 3). Navigating the digital frontier: Essential building blocks of AI implementation. LinkedIn. Retrieved from https://www.linkedin.com/pulse/navigating-digital-frontier-essential-building-blocks-ai-implementation#:~:text=However%2C%20successful%20implementation%20of%20AI,access%2C%20processes%2C%20and%20culture 
  8. Boston Consulting Group. (2017). Building blocks of artificial intelligence. Boston Consulting Group. Retrieved from https://www.bcg.com/publications/2017/technology-digital-strategy-building-blocks-artificial-intelligence 
  9. BigDataWire. (2023, November 30). Data and algorithms: The building blocks of artificial intelligence. BigDataWire. Retrieved from https://www.bigdatawire.com/2023/11/30/data-and-algorithms-the-building-blocks-of-artificial-intelligence/#:~:text=Neural%20networks%20are%20multi%2Dlayer,AI%20compared%20to%20algorithm%20development 
  10. Saama Technologies. (n.d.). The building blocks of AI. Saama Technologies. Retrieved from https://www.saama.com/the-building-blocks-of-ai/#:~:text=ML%20is%20the%20process%20of,programmed%20with%20specific%2C%20static%20rules 
  11. Österberg, S. (2019). The building blocks of AI systems: A comprehensive review. Diva Portal. Retrieved from https://www.diva-portal.org/smash/get/diva2:1400547/FULLTEXT01.pdf 
  12. UK Government. (2020). Building blocks for artificial intelligence and autonomy. UK Government Publications. Retrieved from https://assets.publishing.service.gov.uk/media/601041778fa8f5654bfdbd63/20201013-Building_Blocks_for_Artificial_Intelligence_and_Autonomy_v1.0.pdf 
  13. TalentSprint. (n.d.). The building blocks of AI. TalentSprint Blog. Retrieved from https://talentsprint.com/blog/the-building-blocks-of-AI 
  14. RWS. (n.d.). How AI is trained: The critical role of AI training data. RWS AI Blog. Retrieved from https://www.rws.com/artificial-intelligence/train-ai-data-services/blog/how-ai-is-trained-the-critical-role-of-ai-training-data/#:~:text=It’s%20mostly%20generative%20AI%20in,of%20data%20for%20AI%20training 
  15. Keymakr. (n.d.). Advanced AI model training techniques explained. Keymakr Blog. Retrieved from https://keymakr.com/blog/advanced-ai-model-training-techniques-explained/#:~:text=AI%20models%20are%20trained%20using,the%20capabilities%20of%20AI%20models 
  16. Oracle. (n.d.). AI model training: The complete guide. Oracle. Retrieved from https://www.oracle.com/artificial-intelligence/ai-model-training/#:~:text=The%20term%20%E2%80%9CAI%20model%20training,full%20range%20of%20incoming%20data

Module 13: Staying Updated with AI Advancements to Prepare Our Learners’ Readiness & Career Development in AI Era

Resources/ Materials

  1. Scott, Vicky. (2023). “How Artificial Intelligence is Transforming Every Industry”. Supply Chain Connect. Retrieved from https://www.supplychainconnect.com/supply-chain-technology/article/21266348/how-artificial-intelligence-is-transforming-every-industry 
  2. Gleeson, Brent. (2024). “How AI Is Reshaping The Future Of Work Across Industries”. Forbes. Retrieved from https://www.forbes.com/sites/brentgleeson/2024/12/03/how-ai-is-reshaping-the-future-of-work-across-industries/ 
  3. Jain, Ravi. (2025). “Trends in healthcare, retail, finance, manufacturing, marketing industry on AI usage”. Algoworks Blog. Retrieved from https://www.algoworks.com/blog/ai-impact-on-healthcare-retail-finance-manufacturing-marketing/ 
  4. Chamli Media Lab. (n.d.). “Navigating the shifting tides of employment: 10 jobs that will disappear by 2029”. Chamli Media Lab Blog. Retrieved from https://chamlimedialab.com/blog/posts/navigating-the-shifting-tides-of-employment-10-jobs-that-will-disappear-by-2029 
  5. World Economic Forum. (2025). “The Future of Jobs Report 2025”. World Economic Forum. Retrieved from https://www.weforum.org/publications/the-future-of-jobs-report-2025/digest/ 
  6. Manyika, J., Lund, S., Chui, M., Bughin, J., Woetzel, L., Batra, P., Ko, R., & Sanghvi, S. (2017). “Jobs lost, jobs gained: What the future of work will mean for jobs, skills, and wages”. McKinsey & Company. Retrieved from https://www.mckinsey.com/featured-insights/future-of-work/jobs-lost-jobs-gained-what-the-future-of-work-will-mean-for-jobs-skills-and-wages 
  7. Roy, R. (2025). “The Future of Work: Jobs Vanishing, Thriving, and Emerging with AI”. LinkedIn. Retrieved from https://www.linkedin.com/pulse/future-work-jobs-vanishing-thriving-emerging-ai-rajib-roy-bgs1f 
  8. Aura. (n.d.). AI in the workplace: Automation and job displacement. Aura Blog. Retrieved from https://blog.getaura.ai/ai-in-the-workplace#:~:text=Automation%20and%20Job%20Displacement,thereby%20improving%20efficiency%20and%20inclusivity. 
  9. Harvard Business Review. (2024, April). How AI features can change team dynamics. Harvard Business Review. Retrieved from https://hbr.org/2024/04/how-ai-features-can-change-team-dynamics 
  10. People Management. (2024). Impact of AI on workplace dynamics. People Management. Retrieved from https://www.peoplemanagement.co.uk/article/1874166/impact-ai-workplace-dynamics 
  11. Data Science Central. (2024). The impact of AI-powered automation on workforce dynamics and job roles. Data Science Central. Retrieved from https://www.datasciencecentral.com/the-impact-of-ai-powered-automation-on-workforce-dynamics-and-job-roles/ 
  12. World Economic Forum. (2025, January). How AI impacts value creation, jobs, and productivity. World Economic Forum. Retrieved from https://www.weforum.org/stories/2025/01/how-ai-impacts-value-creation-jobs-and-productivity-is-coming-into-focus/ 
  13. IEEE Spectrum. (2024). IT professionals in the AI era. IEEE Spectrum. Retrieved from https://spectrum.ieee.org/it-professionals-in-ai-era 
  14. MIT Sloan. (2024). How generative AI is changing entrepreneurship. MIT Sloan. Retrieved from https://mitsloan.mit.edu/ideas-made-to-matter/how-generative-ai-changing-entrepreneurship 
  15. Evidence2Impact. (n.d.). Impact of artificial intelligence (AI) on entrepreneurship. Evidence2Impact. Retrieved from https://evidence2impact.psu.edu/resources/impact-of-artificial-intelligence-ai-on-entrepreneurship/ 
  16. Southworth, J., Migliaccio, K. W., Glover, J., Glover, J., Reed, D. M., McCarty, C., Brendemuhl, J., & Thomas, A. C. (2023). Developing a model for AI across the curriculum: Transforming the higher education landscape via innovation in AI literacy. Computers and Education: Artificial Intelligence, 4, 100127. https://doi.org/10.1016/j.caeai.2023.100127​ 
  17. Neendoor, Snehnath. (2024). “AI in Education: Five Steps to Integrate AI into Your Curriculum”. Hurix Blog. Retrieved from https://www.hurix.com/blogs/ai-in-education-five-steps-to-integrate-ai-into-your-curriculum/ 
  18. Napier, P., & Wada, T. (2024). Bridging the skills gap: The design education landscape with AI and experiential learning. Design Management Journal, 19(1), 19–30. https://doi.org/10.1111/dmj.12094​ 
  19. Neufeld, C. (2024). “Supporting Career Exploration and Guidance with AI-Powered Tools”. University of Saskatchewan. Retrieved from https://openpress.usask.ca/etad873aienhancedinstructionaldesign/chapter/neufeld/ 
  20. de Oliveira, Adeline. (2025). “The Growing Importance of Soft Skills in the AI Era”. ProAction International Blog. Retrieved from https://blog.proactioninternational.com/en/importance-soft-skills-and-ai 
  21. Activate Learning. (2024). What is AI literacy and why do students need to build understanding early?. Activate Learning Blog. Retrieved from https://activatelearning.com/what-is-ai-literacy-and-why-do-students-need-to-build-understanding-early/ 
  22. Educational Technology & Society. (2024). The integration of AI in education: Trends and challenges. Journal of Educational Technology & Society. Retrieved from http://index.j-ets.net/Published/24_3/ETS_24_3_16.pdf 
  23. IBM. (n.d.). AI literacy: Building a foundation for the future of work. IBM. Retrieved from https://www.ibm.com/think/insights/ai-literacy

Module 17: AI Ethics & Responsible AI Use

Resources/Materials

  1. Institute for Ethics in Artificial Intelligence: AI Ethics: Why does it matter?
  2. Global AI Ethics Consortium
  3. Harvard Business Review: What Do We Do About The Biases in AI?
  4. World Economic Forum: Top 9 ethical issues in artificial intelligence
  5. European Parliament: The ethics of artificial intelligence: Issues and initiatives
  6. UNESCO: Recommendation on the Ethics of Artificial Intelligence
  7. Office of Educational Technology: Artificial Intelligence and the Future of Teaching and Learning
  8. UNICEF: Executive Summary Artificial Intelligence and Children’s Rights