Leveraging AI to Advance Science and Computing Education across Africa: Challenges, Progress and Opportunities
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Abstract (arXiv)
Across the African continent, students grapple with various educational challenges, including limited access to essential resources such as computers, internet connectivity, reliable electricity, and a shortage of qualified teachers. Despite these challenges, recent advances in AI such as BERT, and GPT-4 have demonstrated their potential for advancing education. Yet, these AI tools tend to be deployed and evaluated predominantly within the context of Western educational settings, with limited attention directed towards the unique needs and challenges faced by students in Africa. In this chapter, we discuss challenges with using AI to advance education across Africa. Then, we describe our work developing and deploying AI in Education tools in Africa for science and computing education: (1) SuaCode, an AI-powered app that enables Africans to learn to code using their smartphones, (2) AutoGrad, an automated grading, and feedback tool for graphical and interactive coding assignments, (3) a tool for code plagiarism detection that shows visual evidence of plagiarism, (4) Kwame, a bilingual AI teaching assistant for coding courses, (5) Kwame for Science, a web-based AI teaching assistant that provides instant answers to students' science questions and (6) Brilla AI, an AI contestant for the National Science and Maths Quiz competition. Finally, we discuss potential opportunities to leverage AI to advance education across Africa.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 14 of its 27 references that are in the map. First posted on arXiv 12 Feb 2024.
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References · 14
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
- 2023GPT-4 Technical Reportcited by 18,396
- 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
- 2022Robust Speech Recognition via Large-Scale Weak Supervisioncited by 4,057
- 2023Mistral 7Bcited by 3,164
- 2021Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speechcited by 561
- 2023Real-World Deployment and Evaluation of Kwame for Science, An AI Teaching Assistant for Science Education in West Africacited by 5
- 2020Kwame: A Bilingual AI Teaching Assistant for Online SuaCode Coursescited by 4
- 2021SuaCode Africa: Teaching Coding Online to Africans using Smartphonescited by 4
- 2022Kwame for Science: An AI Teaching Assistant Based on Sentence-BERT for Science Education in West Africacited by 4
- 2023Can an AI Win Ghana's National Science and Maths Quiz? An AI Grand Challenge for Educationcited by 4
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