The Practice of Implementing ML Service into an Internet Business Application

Currently, there are a large number of articles describing the theoretical aspects of development in the field of machine learning. However, the experience of their practical application in real systems is described much less often. Basically, authors describe the efficiency, accuracy, and other performance metrics of the resulting solution, but everything stops at the prototype stage. At the same time, how the trained model will behave not on test data, but in real conditions, can be very different from the indicators obtained at the development stage. This article describes the experience of the implementation and real use of a classification service based on machine learning techniques.

Interplay of Personal Attitudinal Constructs towards online fashion products, Consumer Decision-Making and Image Branding: The Case of Online Fashion Products in Thailand in COVID 19 Pandemic

When it comes to online fashion, this research focused on the interaction between three factors: preferences for online fashion goods, consumer buying choices for online fashion products, and brand image. A descriptive correlational approach was used. A total of 184 sampled active online purchasers of fashion items from a population of 350 online buyers in Thailand participated in the research. The study was carried out with the use of tools that had been adopted. Descriptive data showed that respondents had a high preference for online marketing, a positive attitude towards online fashion goods, a high degree of consumer buying choices towards online fashion products, and a high preference for favorable brand image in the research. There were significant variations in respondents' preferences for online shopping as well as attitudes toward fashion items and consumer purchase decisions based on age, civil status, education, monthly income, and profession, according to the results of a test of difference. A further connection test revealed that respondents' liking for online marketing tends to improve their attitude toward online fashion items and consumer buying choices. In the end, the results of multiple regression analysis revealed that age, civil status and education level, online marketing approach, attitude towards online fashion goods, and brand image and attitude are all predictors of buying choices. The study's practical consequences for an internet business are addressed. The study's practical consequences for an internet business are addressed.

Threshold Effect of the Internet on Regional Innovation in China

Internet business adoption is an essential determinant of regional innovation which has received little attention in the literature. This paper emphasizes the role and threshold effect of Internet business adoption in increasing regional innovation outputs. We construct a threshold spatial autoregressive model to illustrate the nonlinear positive impact of Internet business adoption on innovation, simultaneously estimating interregional knowledge spillovers. To test threshold effect and interregional knowledge spillover, we use province-level panel data set in China and calculate Moran’s I and LR-like statistics to confirm the nonlinearity and spatial dependence. Within the empirical model, we find a positive relationship between the number of websites owned by local firms and the number of patents filed in that specific region. Our analysis suggests that Internet business adoption has a greater marginal benefit on the innovation of isolate regions. The results also indicate that ignoring interregional knowledge spillover may cause mistakes in the model on regional innovation systems. Policy implications for these results suggest that the government should not only pay attention to Internet development of the whole country but also encourage the reduction of digital divisions among regions

Internet Business: How Perception of Benefits, Risks, and Ease in Decision Making

Research aims: The reason for this examination is to decide the temporary, semi-dominant, and dominant effects of the three independent factors, in particular the perception of benefits, risks, and ease on the dependent variable, specifically decision making in e-commerce.Design/Methodology/Approach: The methodology used was a purposeful examination method, in which the testing focuses on particular qualities or characteristics considered to be communicated to the population or have certain qualities according to the issues raised. The total sample was 60 participants from the announcement through Joseph F. Hair’s theory, whereby the number of tests used in non-like evaluations varied from 15 to many times that of the exogenous factors.Research findings: The study findings have consequences in two principal aspects, both management consequences for online products/service suppliers, which provide an empirical picture of the need to constantly balance the ease and benefit factors of online market and package unit requirements of the same urgency.Theoretical contribution/Originality: This research was carried out to explore and examine customer decision-making in using the internet about their perception of benefits, risks, and ease of using it.Research limitation: This research has advantages for the online marketplace to know how customers perceive their product or services.

Perancangan Web Marketplace Toko Sepatu Akshara.co dengan Sistem Rekomendasi Menggunakan Perhitungan Algoritma Apriori

In this advanced period, shoes arsse an essential requirement for practically all circles, a great deal of Online business organizations are arising and filling quickly in Indonesia, in addition to the quantity of dynamic web clients in Indonesia is expanding quickly from one year to another. Making Online business organizations contend to explore different techniques as far as advertising to draw in more individuals to purchase the items they offer to get by in the online businss market rivalry in this country, one illustration of a promoting methodology to draw in and increment public premium buys is the execution of the merchandise proposal framework in Online business. Consequently, in this investigation, an electronic Web based business will be made that can help Internet business organizations anticipate purchaser premium in a thing and afterward prescribe it to draw in more purchasers who come. This Web based business utilizes the Apriori Calculation way to deal with get more exactness in the information handling measure. The outcomes acquired from that examination are the making electronic Web based business by executing the suggestion technique showed on the "Akshara.co" framework include

FLEXIBILITY OF DIGITAL MEDIA FOR MANIPULATIVE ACTIVITIES OF SEXUAL PREDATORS

The Internet has undoubtedly become a dynamic and sublime tool of communication. It gives us the freedom to create and maintain contacts with individuals and groups from all over the world, to cooperate, socialize and exchange information, content and experiences. At the same time, nowadays it is almost impossible to imagine an internet business or presentation without a presence on social networks / media. These are online web services that open unlimited spaces for users for various forms of communication and personal promotion. Some of the most popular social networks that are especially receptive to most users from global spaces are: Twitter, Facebook, Instagram, Google+, LinkedIn, TikTok… By the way, on most social networks, the presence is free. Digital media have the capacity to inform visitors in the most efficient and practical way about important events, current campaigns and innovations related to the business, products or services offered, with the quality content of the texts they manifest. Also, their significant impact is reflected in the domain of education and / or providing certain advice. In addition to colossal achievements and obvious positive sides, with the advent of the Internet and digital media, sexual predators have been given a new field / playground, in which to establish contacts with others (often with children). In this digital environment, they manipulatively lurk and recruit potential victims for various forms of abuse and sexual exploitation.

JD.com

JD.com is one of China’s largest e-commerce companies, capturing more than a quarter of the country’s $600 billion B2C market in 2017. It is seeking to become one of the world’s most trusted companies and is working with local farmers’ cooperatives, the Chinese, and a local internet business owner to create a programme called Running Chicken to source free-range chickens at scale from low-income farmers in Wuyi County in northern Hebei Province. JD buys chickens at three times the average market price provided that strict standards are adhered to and monitored. The result has been increased farmer incomes that have raised hundreds of families out of poverty and removed Wuyi County from the national poverty list. Pilots are underway to replicate the programme in other poverty-stricken counties of China.