Showing posts with label machine learning. Show all posts
Showing posts with label machine learning. Show all posts

Wednesday, February 1, 2023

Artificial Intelligence can help initiate the lesson planning process

Charles Ungerleider, Professor Emeritus, The University of British Columbia

[permission to reproduce granted if authorship is acknowledged]  

Lesson planning is the foundation of good instruction. The process establishes the objective(s) of each lesson, the sequence of activities to enable students to reach the objective, the materials that they and the teacher will need while carrying out the activities, and how the teacher will assess the students’ attainment of the objective. Lesson planning is time consuming, especially for novice teachers for whom the process is not well established.  

There is a suite of lesson planning resources, including experienced colleagues, members of subject or grade level specialist associations within teachers’ associations, commercially available lesson plans, and more. The development of chatbots like ChatGPT that I have written about in earlier blogs will proliferate and provide another source that teachers can call upon to initiate the lesson planning process.  

I used ChatGPT to generate lessons for a variety of subjects. The output provided a credible starting point for lesson development. The bot generates plans in a useful format. It provides a title for the lesson, specifies the objective, suggests an introduction, outlines instructional procedures and materials required, details the students’ guided practice, makes provision for independent practice and lesson closure, and identifies an assessment strategy.  

The lesson introductions are functional if a bit pedestrian. They often entail asking students what they know about the concept or topic. An attentive teacher would note what the students know and do not know about the topic or concept, paying special attention to the misconceptions and misunderstandings that the students reveal that must be corrected if the students are to achieve the lesson objective.  

The instructional suggestions will include examples if the bot is asked to provide them. This is especially useful because it is very hard for teachers to generate multiple examples during a lesson.  

I asked the bot to produce several plans. 

  • a plan [level unspecified] detailing the theme, character development, and plot of the novel Charlotte's Web with examples.
  • a plan for grade 9 general science on the difference between respiration and evaporation, including at least three examples of each.
  • a plan [grade level not specified] comparing the American, French, and Russian revolutions with three examples of each similarity or difference.
  • a grade 11 plan about F.R. Scott's poem “W.L.M.K” showing the allusions to King’s tenure as Prime Minister with specific examples.
  • a plan for grade 10 on the similarities and the differences between a revolution and a coup d’état incorporating at least five specific examples of both.

Like the plans colleagues provide or the ones that are commercially available, the plans from the bot are imperfect.  It is a good idea to check the accuracy of the examples, and, for that matter, the other information contained in the lesson. “Garbage in, garbage out” may be too strong an indictment of my requests but, in fairness to the bot, the accuracy of the bot’s replies might have been better if I had been more precise about my requests.  

Notwithstanding its limitations and mine, the output produced by the bot provided a useful starting point for developing a lesson plan. Evaluate it yourself. You might want to submit a few variations on the same request to see what the bot produces.

Wednesday, January 11, 2023

Artificial Intelligence will change education

 Charles Ungerleider, Professor Emeritus, The University of British Columbia

[permission to reproduce granted if authorship is acknowledged]

Artificial intelligence (AI) has the potential to revolutionize the way we teach and learn, particularly in elementary and secondary schools. In recent years, there has been a growing trend towards incorporating AI into education, with a range of applications that can support teachers and enhance the learning experience for students.  

One way AI can be used in education is through the development of personalized learning programs. These programs use data and machine learning algorithms to tailor learning experiences to the individual needs and abilities of each student. For example, an AI-powered system might track a student's progress and adjust the content and difficulty level of lessons accordingly. This can be particularly helpful for students who may be struggling with certain concepts, as the AI can provide additional support and resources to help them catch up.  

Another application of AI in education is through the use of virtual assistants or chatbots. These can be used to answer students' questions, provide feedback on assignments, and offer support and guidance as needed. This can help to free up teachers' time and allow them to focus on more high-level tasks, such as planning lessons and providing one-on-one support to students who need it.  

AI can also be used to analyze data and provide insights that can help teachers better understand how their students are learning. For example, an AI system might analyze students' test scores and performance data to identify trends and patterns that can inform teaching strategies. This can help teachers to identify areas where students may be struggling and provide targeted support to help them succeed.  

In addition to these applications, AI can also be used to support teachers in other ways. For example, AI-powered tools can help to automate grading and provide feedback on assignments, freeing up teachers' time and allowing them to focus on more high-level tasks. AI can also be used to create interactive and engaging learning materials, such as simulations and games, which can help to make learning more enjoyable and effective for students.  

While there are many potential benefits to using AI in education, it's important to note that these technologies are still in their early stages and there are limitations to what they can do. For example, AI systems may not be able to fully replicate the nuance and creativity of human teachers, and they may not be able to adapt to the unique needs and learning styles of every student.  

Overall, the use of AI in education has the potential to revolutionize the way we teach and learn. By personalizing learning experiences, providing support and guidance, and analyzing data to inform teaching strategies, AI can help to enhance the learning experience for students and support teachers in their work. However, it's important to carefully consider the limitations and potential challenges of these technologies, and to ensure that they are used in a way that complements and enhances, rather than replaces, the role of human teachers.  

The preceding 500 words were written by ChatGPT (Generative Pre-trained Transformer) by the San Francisco-based artificial intelligence company OpenAI. Like many, I am curious about how technologies can be harnessed to assist teachers and facilitate learning. I signed up for an account to test ChatGPT. The italicized article was ChatGPT’s response to my request that it “write a 500-word blog about the use of AI to support teaching in elementary and secondary schools.”  

The essay ChatGPT produced is well-crafted and sensible, meriting about a C+ or B-. It advises the reader to carefully consider the limitations and challenges of such technologies. I tested that assertion and, it proved to be good advice. It incorrectly identified me as having attended the University of Toronto and the University of California at Berkeley. It mis-stated when I began my career at UBC and the dates of my tenure as Associate Dean.  

I was also encouraged by the injunction to see such technologies as complementary to the contribution of teachers. But I also wondered how ChatGPT might respond if I replaced the word support with the word replace in my request, “write a 500-word blog about the use of AI to replace teaching in elementary and secondary schools.” Here’s the response from ChatGPT.  

The use of artificial intelligence (AI) in education has been a topic of much debate in recent years, with some arguing that it has the potential to revolutionize the way we teach and learn, while others express concerns about the potential risks and limitations of these technologies. One area of particular concern is the potential for AI to replace human teachers in elementary and secondary schools.  

There are certainly some benefits to using AI in education, such as the ability to personalize learning experiences and provide support and guidance to students. However, there are also significant limitations to what AI can do. For example, AI systems may not be able to fully replicate the nuance and creativity of human teachers, and they may not be able to adapt to the unique needs and learning styles of every student.  

Furthermore, the use of AI to replace teachers could have negative consequences for both students and teachers. For students, the loss of human interaction and guidance could have a negative impact on their learning and overall development. Research has shown that personal connections and relationships with teachers can be a crucial factor in students' academic and social-emotional development, and the absence of these relationships could have lasting effects.  

For teachers, the replacement of human teachers with AI could lead to job loss and a decline in the profession as a whole. Teaching is a complex and nuanced job that requires a range of skills and abilities, including the ability to connect with and engage students, as well as adapt to different learning styles and needs. It's difficult to imagine that an AI system could fully replicate these skills and abilities, and the loss of these valuable professionals could have significant negative consequences for the education system as a whole.  

In addition to the potential negative impacts on students and teachers, the use of AI to replace human teachers could also have wider social and economic implications. Teaching is a profession that is vital to the fabric of our society, and the loss of these jobs could have significant economic and social consequences.  

Overall, while there are certainly some potential benefits to using AI in education, it's important to carefully consider the limitations and potential risks of these technologies. Rather than replacing human teachers, it may be more effective to use AI to support and enhance the work of teachers, rather than replacing them entirely. By carefully considering the potential risks and limitations of AI in education, we can ensure that these technologies are used in a way that benefits both students and teachers.  

I wonder whether I should be reassured by this even-handed appraisal of the contribution of AI knowing that ChatGPT remembers all prior input from each user. Perhaps it was telling me exactly what it thought I wanted to hear. You might want to see for yourself how ChatGPT responds to the requests that I posed and to other questions about the impact of technology on teaching and learning. If you do, try it at https://chat.openai.com/chat and send me an email about what you learned.

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Next week I will respond to the blocks and bans that some have place on the use of ChatGPT in education.