Abstract The information-based modern apprenticeship system, a unique educational model that fuses traditional apprenticeship with modern vocational education, is bolstered by the power of modern information technology. Its distinctiveness lies in its ability to facilitate remote interaction between apprentices and masters, thereby transcending the temporal and spatial constraints of traditional educational models. This system enhances educational efficiency and quality. This article... The information-based modern apprenticeship system, a unique educational model that fuses traditional apprenticeship with modern vocational education, is bolstered by the power of modern information technology. Its distinctiveness lies in its ability to facilitate remote interaction between apprentices and masters, thereby transcending the temporal and spatial constraints of traditional educational models. This system enhances educational efficiency and quality. This article aims to evaluate and analyze the impact and application of modern apprenticeship innovation in information technology in the spirit of higher education. By delving into the essence and characteristics of an information-based modern apprenticeship system, and aligning it with the principles of higher education spirit, this paper dissects the promoting effect of an information-based modern apprenticeship system on higher education spirit. It also delves into the existing problems and challenges and proposes corresponding suggestions and measures. Read More Read Less

Abstract This article presents a novel approach to college English autonomous learning-a voice command model based on the Viterbi algorithm. This innovative model is designed to enhance students’ English proficiency and learning outcomes in an autonomous learning environment. The article begins by outlining the context and importance of the model’s development, then delves into the key technologies utilized in its construction,... This article presents a novel approach to college English autonomous learning-a voice command model based on the Viterbi algorithm. This innovative model is designed to enhance students’ English proficiency and learning outcomes in an autonomous learning environment. The article begins by outlining the context and importance of the model’s development, then delves into the key technologies utilized in its construction, such as speech recognition, the Viterbi algorithm, and feature extraction. The article concludes with a validation of the model’s effectiveness and superiority through experiments, demonstrating its ability to accurately interpret students’ voice commands and thereby improve the efficiency of college English autonomous learning. Read More Read Less

Abstract Data mining techniques are intensively utilized to process all the collected data quickly and support firms in being competitive in different markets. Customer satisfaction rate is highly dependent on the ability of businesses to manipulate huge amounts of information and make appropriate decisions based on such manipulation. Supplying a unique algorithm for targeted advertisement and account promotion based on Big... Data mining techniques are intensively utilized to process all the collected data quickly and support firms in being competitive in different markets. Customer satisfaction rate is highly dependent on the ability of businesses to manipulate huge amounts of information and make appropriate decisions based on such manipulation. Supplying a unique algorithm for targeted advertisement and account promotion based on Big Data analysis has allowed Instagram to become a company that successfully meets the f+demand of both its B2B and end-consumers. This research aims to demonstrate how social media uses data and data mining to bring value to the customers and increase their satisfaction level on the example of Instagram. Quantitative and qualitative study is conducted to support research with primary data input. The sample size for quantitative analysis is 106 Instagram users, aged 16+, living in Kazakhstan. Google form questionnaires were used to collect answers. During the research, several study development and opportunity areas were revealed to continue the in-depth investigation of the case. One such question is data privacy which can also be studied on the example of several social networks. Read More Read Less