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Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'

arXiv.org Artificial Intelligence

Learning never ends, and there is no age limit to grow yourself. However, the educational landscape may face challenges in effectively catering to students' inclusion and diverse learning needs. These students should have access to state-of-the-art methods for lecture delivery, online resources, and technology needs. However, with all the diverse learning sources, it becomes harder for students to comprehend a large amount of knowledge in a short period of time. Traditional assistive technologies and learning aids often lack the dynamic adaptability required for individualized education plans. Large Language Models (LLM) have been used in language translation, text summarization, and content generation applications. With rapid growth in AI over the past years, AI-powered chatbots and virtual assistants have been developed. This research aims to bridge this gap by introducing an innovative study buddy we will be calling the 'SAMCares'. The system leverages a Large Language Model (LLM) (in our case, LLaMa-2 70B as the base model) and Retriever-Augmented Generation (RAG) to offer real-time, context-aware, and adaptive educational support. The context of the model will be limited to the knowledge base of Sam Houston State University (SHSU) course notes. The LLM component enables a chat-like environment to interact with it to meet the unique learning requirements of each student. For this, we will build a custom web-based GUI. At the same time, RAG enhances real-time information retrieval and text generation, in turn providing more accurate and context-specific assistance. An option to upload additional study materials in the web GUI is added in case additional knowledge support is required. The system's efficacy will be evaluated through controlled trials and iterative feedback mechanisms.


ChatGPT is finding itself everywhere, now in houses of worship

FOX News

A New York Rabbi recently went viral for delivering a sermon written by ChatGPT to his congregation, causing many to question the humanity in such an act. Think of ChatGPT as a far more sophisticated version of Google. It's an AI language model designed to generate human-like responses to various questions, from recipes to historical context to computer code and much more in mere seconds. CLICK TO GET KURT'S CYBERGUY NEWSLETTER WITH QUICK TIPS, TECH REVIEWS, SECURITY ALERTS AND EASY HOW-TO'S TO MAKE YOU SMARTER It's surpassed the million-user marker in about a week of its introduction. For context, it took companies like Facebook several months to achieve the same success.


How Much is the Data Analytics Course fee In Noida?

#artificialintelligence

Data Analytics is the pursuit of extracting valuable data by using specialized computer systems. The global data analytics market size is anticipated to grow to USD 346.33 Billion by the year 2030 with a CAGR rate of 30.41% according to the Precedence Research report. Data analytics is used to discover and interpret patterns in data for the better optimization of business performance. Let's now deeply discuss the domain. Data analytics is a broad term that is used in the business market, it is important to use tools and methods of data analytics which help in better functioning of business performance.


How AI is Transforming the Education Industry

#artificialintelligence

There is a popular media narrative that AI will take over teachers. If anything, AI will be a new tool in teachers' toolkits. Teachers spend a good portion of their time reeling with administrative burdens. AI will not replace them but free up their time to focus on what they do best โ€“ helping students grow to comprehend the world. ARTiBA explores the impact of Artificial Intelligence in Education, its future, and the ongoing AI and ML innovations in the sector.


Learn About Transformers: A Recipe

#artificialintelligence

Transformers have accelerated the development of new techniques and models for natural language processing (NLP) tasks. While it has mostly been used for NLP tasks, it is now seeing heavy adoption to address computer vision tasks. That makes it a very important technique to understand and be able to apply. I am aware that a lot of machine learning and NLP students and practitioners are keen on learning about transformers. Therefore, I am motivated to prepare and maintain a recipe of resources and study materials to help students learn about the world of Transformers.


How To Start Learning Python For Free? - The Click Reader

#artificialintelligence

Python is one of the fastest-growing and most popular programming languages in the world. It has gained popularity in a short span of time for being beginner-friendly and its wide scope of applications. Python has certainly become the go-to language for people from different disciplines including software engineers, mathematicians to data analysts. This article discusses some major techniques on how to start learning Python. Here is a list of reasons why you should learn Python. The first step to kickstart your journey in learning anything is to search for study materials/tutorials that are available online.


What Makes a Good Summary? Reconsidering the Focus of Automatic Summarization

arXiv.org Artificial Intelligence

Automatic text summarization has enjoyed great progress over the last years. Now is the time to re-assess its focus and objectives. Does the current focus fully adhere to users' desires or should we expand or change our focus? We investigate this question empirically by conducting a survey amongst heavy users of pre-made summaries. We find that the current focus of the field does not fully align with participants' wishes. In response, we identify three groups of implications. First, we argue that it is important to adopt a broader perspective on automatic summarization. Based on our findings, we illustrate how we can expand our view when it comes to the types of input material that is to be summarized, the purpose of the summaries and their potential formats. Second, we define requirements for datasets that can facilitate these research directions. Third, usefulness is an important aspect of summarization that should be included in our evaluation methodology; we propose a methodology to evaluate the usefulness of a summary. With this work we unlock important research directions for future work on automatic summarization and we hope to initiate the development of methods in these directions.


What makes digital learning a need of the hour?

#artificialintelligence

E-learning and ed-tech startups are becoming a rage as more and more people are developing interest in new forms of education involving innovation. This change is productive, crucial and able to break the geological boundaries for gaining quality education. The rising number of COVID-positive cases has made it very clear that without social distancing, it will be very difficult to control the spread of this deadly virus. So, in order to overcome the challenges faced by educational institutions, online teaching tools are now being implemented across different levels of education among many schools and universities in the world. Digitization of education is viewed as a need of the hour in India, where not many institutions are equipped with the right tools nor do they have the specialized aptitudes to make the learning environment technologically advanced.


Machine learning & AI Hands on 3 Projects.

#artificialintelligence

Machine learning & AI Hands on 3 Projects.Get will verse with Machine and AI by Working on hands-on projects. Do you feel overwhelmed going through all the AI and Machine learning study materials? These Machine learning and AI projects will get you started with the implementation of a few very interesting projects from scratch. The first one, a Web application for Object Identification will teach you deploying a simple machine learning application. The second one, Dog Breed Prediction will help you building & optimizing a model for dog breed prediction among 120 breeds of dogs.


How is AI Transforming the Education Tech Space? - ReadWrite

#artificialintelligence

Education has transformed into big-business in the recent COVID times. The literacy rate has increased up to 86% in the US. Primary, secondary and higher studies are seeing great improvements, and breaking records almost every year. Here is how AI is transforming the education tech space. Some people are of the belief that there is nothing like classroom teaching.