Trend forecasting and data science- are there any use cases I can read about?

Product performance forecasting predicts future sales volumes—at what price, during which time, and in which market. It enables businesses to make informed decisions in both the short term and the long term. Nowadays, companies rely on machine learning software for product performance forecasting as these programs continuously improve, providing businesses with faster and more reliable estimates all the time.

Trend forecasting is the act of identifying market trends before they come into existence so you can you monitor your market and take advantage of opportunities to meet business goals.

Brand repositioning refers to the process of changing the associations that people have with a brand. More than a superficial change like a logo redesign, a repositioning strategy represents a radical change in a company’s marketing and identity. Rarely do companies reposition themselves without great need.

Artificial intelligence has opened new language acquisition pathways for learners and teachers. These programs allow any learner, anywhere, to receive personalized lesson plans and feedback. When part of a classroom (virtual, physical, or mixed), AI language learning programs help teachers assess student progress.

A distance learning course refers to online education method where students learn at their own pace but also have the benefit of teacher instruction. Interest in distance learning has spiked massively over the past year, due to worldwide lockdowns forcing in-person educators to change tactics, so there is more data than ever on this subject. Often, the term is used interchangeably with “e-learning” and “virtual classroom” although there are important differences. E-learning, for example, refers to self-paced study without the instruction of a teacher or set study times. A virtual classroom, on the other hand, has a teacher overseeing students and a set class time.

An e-learning course enables people to learn material at their own pace, with no instructor present. Machine learning programs optimize learning with supervised, unsupervised, semi-unsupervised, and reinforcement methods. While individuals use these courses the most, the highest-paying customers include higher education institutions and corporations. Of note, although the term is often used interchangeably with "distance learning" or "virtual classroom," these terms refer to a learning environment overseen by a professional educator. E-learning is self-directed.