机器学习专家。他们如何帮助小企业?

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“Can machines think?”                                                                 – Alan Turing

机器 learning, a branch of computer science, focuses on developing algorithms that can “learn” from or adapt to the data and make predictions. As a small 业务 owner, who has no digital products or has minimal web presence, you may not be too interested in the advances made in the field of machine learning. However, recently non-digital companies, big and small too, are using machine learning approach to advance their businesses.

Machine learning has a wide range of applicability from digital applications such as developing video games to business related functions such as marketing. Machine learning algorithms need not be limited to large companies or web based companies such as Amazon. How can a small business owner benefit from 咨询 machine learning specialists? Here we discuss top three possibilities:

Predictive 分析:  Each day more and more data is becoming available as we integrate technology in our lives; for instance, data from the use of wearable devices or use of social media.  With machine learning approach these data may provide powerful predictions, which can help businesses to plan accordingly. Predictive analysis is not limited to data available from external sources. Small business owners can use their internal data and machine learning approach to make sales forecasts and further, identify clients that may be at risk.

Understand subtle relationships between variables: Big data is dynamic, means changes frequently over time. Traditional methods of computing will take longer time to discover how one factor may be related to other. Machine learning algorithms can quickly clarify the relationships of interest. For instance,  Airbnb , a company that lists rental vacation homes, apartments etc., was interested in offering a price tip to the rental property owners (aka hosts). Using their rental listings data, Airbnb developed a machine learning package called Aerosolve to understand the relationship between the rental listings and the prices they command.  Airbnb hosts now benefit from the price tip offered by the Airbnb machine learning algorithm.

Develop new applications: Machine learning algorithms can provide new interesting solutions to questions that could not be answered before.  Clarifi, a start-up company that uses machine learning algorithms such as ‘deep learning technique’, has developed software service that enables computers to understand videos. This service can further advance business abilities e.g., to advertise a certain product at certain time.

Although we discuss only three 地区 here, the possibilities are endless. Machine learning is a field that is evolving and expanding. Its use is no longer limited to big businesses and small business owners can certainly benefit from it. Hiring an expert machine learning specialist may be the next smart business decision that you will make.


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Aditi是心身互动领域的专家。在完成俄勒冈大学的人类生理学博士学位后,她的研究重点是与情绪钝化和压力有关的生理变化。除了科学之外,她还对食品写作、艺术和艺术史感兴趣。

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