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2   Transform, Content to Actionable Data and Unlock New Business Opportunities Through AI                                                                           Transform, Content to Actionable Data and Unlock New Business Opportunities Through AI  3























                                                                                                                                   Machine Learning is the ability      Natural Language Processing          Computer vision uses deep
                                                                                                                                   for machines to learn from a         is an area of computer science       learning models to teach
                                                                                                                                   representative subset of data        that seeks to help computers         computers to identify and
                                                                                                                                   without being preprogrammed          “understand” human language.         analyze digital images and
                                                                                                                                   to do so. Instead, algorithms        The advances in this field           multi-dimensional data. The
                                                                                                                                   help machines identify patterns      have helped develop auto             goal is to automate tasks that
                                                                                                                                   in order to make predictions or      summarization engines,               require visual understanding.
                                                                                                                                   decisions.                           chatbots, etc.

                                                                                                                                                                      Deep learning is a machine learning methodology that relies on huge
            Artificial Intelligence technology has                content analysis. In just the last four years,                                                      amount of raw training data in order to learn a mapping between
            come to dominate the business world in a              these advancements have made a huge                                                                 unstructured input data like image data, text data and corresponding
            relatively short period of time. As a concept,        impact on a variety of businesses by                                                                outputs. The algorithm automatically identifies the features in the
            it emerged from a 1956 workshop at                    streamlining processes that have been                                                               data. This is in contrast to traditional machine learning algorithms
            Dartmouth College, where a handful of                 predominately manual, such as content                                                               where the machine learning engineer designs the learning features.
             computer scientists theorized how                    analysis and categorization.
            machines would learn, analyze language,
            and complete tasks. From this workshop,               The applications of AI are nearly limitless,                                                              All of these capabilities empower professionals to analyze, under-
            the term artificial intelligence (AI) was             and the technology is ushering in a new                                                                   stand, and improve content at scale. SPi Global, a technology
            coined and scientists discussed the future            era of content creation and enrichment.                                                                   provider that helps businesses enrich and transform their content,
            of machine learning, neural networks,                 Effectively, AI and machine learning are                         is leading the way in developing content-focused AI solutions. Using a combination of the AI technology
            and deep learning–essentially laying the              converting content into actionable data for                      described above, SPi Global helps professionals in publishing, finance, and healthcare tackle unique
            foundation for the automation revolution              businesses, helping professionals extract                        content production and enrichment problems. Its solutions enable professionals to make business
            now underway.                                         key concepts from medical research, meet                         decisions based on rich data analysis and troubleshoot issues as diverse as email categorization for
                                                                  intricate financial regulatory requirements,                     the highly regulated financial industry to concept extraction from medical research.
            Many AI applications remained theoretical             and streamline the production of academic                        “With the rise of digital content, the pace of content creation has increased dramatically,” explains
            or experimental for decades because most              journals.                                                        SPi Global Vice President of Analytics and Artificial Intelligence, Venkateshwarlu “Venky” Sonathi.
            computers could not process information                                                                                “At the same time, more businesses than ever before rely on targeted, valuable content to drive positive
            quickly enough or store the massive amount            Today, the field of artificial intelligence                      experiences for their customers. In order for these content-driven businesses to succeed, AI tools have
            of data needed to complete more complex               encompasses several solutions that help                          become indispensable.”
            tasks. Only recently have computer                    businesses quickly analyze and understand
            processing speeds and storage capabilities            wide swathes of content. Those solutions                         In this report we’ll explore several AI solutions that SPi Global has developed to revolutionize how
            advanced to a point where AI can tackle               include machine learning, natural                                businesses work with and transform content into actionable data insights, and how businesses are
            highly nuanced problems like language and             language processing, computer vision,                            using these tools to unlock new opportunities.
                                                                  and deep learning.

        © SPi Global Content Solutions                                                                                             © SPi Global Content Solutions
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