Lucinda Lim — Data Scientist at Inmagine Group (lucinda.lim@123rf.com) and Brian Ho — Data Scientist at Inmagine Group (brian.ho@123rf.com) The industry and market are changing rapidly, businesses have to adapt to stay competitive. Trends are a reliable source of information for businesses to adapt to the changes in the market…

Rishwaraj Gengarajoo — Data Scientist at Inmagine Group (rishwaraj.gengarajoo@123rf.com) and Brian Ho — Data Scientist at Inmagine Group (brian.ho@123rf.com) This article will discuss some key steps that are commonly used when starting a data analysis process. …

Lucinda Lim — Data Scientist at Inmagine Group (lucinda.lim@123rf.com) and Brian Ho — Data Scientist at Inmagine Group (brian.ho@123rf.com) Trends signal the emerging needs of the customer. Trend forecasting is the process of formulating predictions on customers' future buying habits. …

Lucinda Lim — Data Scientist at Inmagine Group (lucinda.lim@123rf.com) and Brian Ho — Data Scientist at Inmagine Group (brian.ho@123rf.com) Topic modeling is a technique to extract topics from texts. Some applications include text summarization, information retrieval, recommender system, and sentiment analysis. Latent Dirichlet Allocation (LDA) is an algorithm for topic…

Brian Ho — Data Scientist (brian.ho@123rf.com) and Vincent Low — Data Science Intern from University of Malaya (vincent899t@gmail.com) Inthe stock image business, the users viewing the history of image content are captured in time series form and it has both seasonal and non-seasonal patterns. In terms of dataset proportion, we…