{"id":2441,"date":"2020-10-13T18:15:12","date_gmt":"2020-10-13T18:15:12","guid":{"rendered":"http:\/\/digitalscientists.com\/?post_type=case_studies&#038;p=2441"},"modified":"2024-06-13T08:12:15","modified_gmt":"2024-06-13T08:12:15","slug":"handwriting-analysis","status":"publish","type":"case-studies","link":"https:\/\/digitalscientists.com\/case-studies\/handwriting-analysis\/","title":{"rendered":"Handwriting analysis"},"content":{"rendered":"\n\n<!-- Block Settings -->\n\n    <section id=\"case-study-header-block_63d8c0bbe289e\"\n             class=\" guttenberg-block case-study-header alignfull \"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"case-study-header__container \">\n                            <a style=\"color: #666666\" class=\"case-study-header__back-btn\" href=\"https:\/\/digitalscientists.com\/?page_id=11298\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/themes\/digital-scientists\/src\/assets\/icons\/grey-arrow-left.svg\" alt=\"arrow left\" \/>\n                    <span>OUR CASE STUDIES<\/span>\n                <\/a>\n                        <div class=\"case-study-header__content-wrapper\">\n                <div class=\"case-study-header__content with-media\">\n\n                    <h2 class=\"case-study-header__label\" style=\"color:#0a0a0a\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        Handwriting analysis                    <\/h2>\n\n                                            <div class=\"case-study-header__title section-title-h1-small\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                            <h1 class=\"h2\" data-inview=\"true\">Convert handwriting into text<\/h1>\n                        <\/div>\n                    \n                    \n                                            <div class=\"case-study-header__text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                            <p>A billion-dollar client needed to convert thousands of handwritten names and email addresses into typed text so its marketing team could digitally store, sort, and search the contact information. The existing out-of-the-box solutions fell short in accuracy and optical character recognition, so the client came to us for a <a href=\"https:\/\/digitalscientists.com\/\">custom software development<\/a> approach to solve this data challenge.<\/p>\n                        <\/div>\n                    \n                                            <div class=\"case-study-header__categories\" data-aos=\"fade\" data-aos-duration=\"1000\">\n\n                            AI                        <\/div>\n                    \n                <\/div>\n\n                                    <div class=\"case-study-header__media \" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                                    <div class=\"case-study-header__gif-wrap\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Header-1.gif\" alt=\"\" \/>\n                                                            <\/div>\n                                            <\/div>\n                            <\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_63d1318b52cf5\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_63d1318e52cf6\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\">\n<h2 class=\"wp-block-heading has-option-default\">Training data challenge<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<p class=\"has-option-default\">Converting handwritten script to typed text continues to be one of the most vexing challenges in data science. A model that can automatically recognize and digitize handwritten notes and segment text within lists requires a complex deep learning neural network and a large dataset composed of millions of handwriting samples. Our\u00a0<a href=\"https:\/\/digitalscientists.com\/ai-machine-learning\/\">AI software development<\/a> and machine learning experts\u00a0took up the gauntlet.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large has-option-mb40\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"1024\" src=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8901@2x-864x1024.png\" alt=\"\" class=\"wp-image-14793\" srcset=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8901@2x-864x1024.png 864w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8901@2x-253x300.png 253w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8901@2x-768x910.png 768w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8901@2x-315x373.png 315w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8901@2x.png 1006w\" sizes=\"(max-width: 864px) 100vw, 864px\" \/><\/figure><\/div><\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d1318e52cf8 {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d1318e52cf8 {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d1318e52cf8 {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d1318e52cf8\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_63d24f2cde5b5\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_63d24f2dde5b6\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-option-default\">our role<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>research + development<\/li>\n\n\n\n<li>create large training data set<\/li>\n\n\n\n<li>develop neural network model<\/li>\n\n\n\n<li>develop api<\/li>\n\n\n\n<li>develop js frontend to capture user correction<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-option-default\">platforms<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>keras<\/li>\n\n\n\n<li>tensor flow<\/li>\n\n\n\n<li>opencv<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-option-default\">deliverables<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>trained neural network model<\/li>\n\n\n\n<li>api<\/li>\n\n\n\n<li>source code<\/li>\n\n\n\n<li>training data synthesizer<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d24f2dde5b7 {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d24f2dde5b7 {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d24f2dde5b7 {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d24f2dde5b7\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_63d8c49abd7b1\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_63d8c4a0bd7b5\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<h2 class=\"wp-block-heading has-option-default\">Jobs to be done<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\">\n<ul class=\"wp-block-list\">\n<li>scan and convert handwritten notes to text<\/li>\n\n\n\n<li>sort and search handwritten data<\/li>\n\n\n\n<li>edit handwritten notes<\/li>\n\n\n\n<li>draw insights from handwritten text<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d8c4a0bd7b6 {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d8c4a0bd7b6 {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d8c4a0bd7b6 {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d8c4a0bd7b6\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_63d8c49bbd7b2\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_63d8c4a0bd7b7\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-4 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<h2 class=\"wp-block-heading has-option-default\">Deep learning neural network<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\">\n<p class=\"has-option-default\">To effectively convert images of handwritten text to typed text requires a deep learning recurrent neural network (RNN) and millions of handwriting records to serve as its training data. Our team of developers took a highly innovative approach to address the data challenge.<\/p>\n\n\n\n<p class=\"has-option-default\">To train the neural network, we needed to provide the network with training data that it could read and analyze. A neural network would typically require millions of data points, which would take years to generate.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large has-option-mb40\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"1024\" src=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8902@2x-864x1024.png\" alt=\"\" class=\"wp-image-14792\" srcset=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8902@2x-864x1024.png 864w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8902@2x-253x300.png 253w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8902@2x-768x910.png 768w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8902@2x-315x373.png 315w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8902@2x.png 1006w\" sizes=\"(max-width: 864px) 100vw, 864px\" \/><\/figure><\/div><\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d8c4a0bd7b8 {\n            height: 160px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d8c4a0bd7b8 {\n                height: 109px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d8c4a0bd7b8 {\n                height: 60px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d8c4a0bd7b8\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n<figure class=\"wp-block-image alignwide size-full has-option-mb40\"><img loading=\"lazy\" decoding=\"async\" width=\"967\" height=\"596\" src=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8903.png\" alt=\"\" class=\"wp-image-14791\" srcset=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8903.png 967w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8903-300x185.png 300w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8903-768x473.png 768w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Group-8903-605x373.png 605w\" sizes=\"(max-width: 967px) 100vw, 967px\" \/><\/figure>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d8c5a4bd7be {\n            height: 80px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d8c5a4bd7be {\n                height: 60px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d8c5a4bd7be {\n                height: 40px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d8c5a4bd7be\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-5 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<p class=\"has-text-align-left has-option-default\">Instead of using a manual approach to generate the necessary handwritten character samples, our AI experts used a combination of script typefaces commonly used in platforms such as Microsoft, macOS, and Google as a starting point for training data. We then randomize the rendering of each character within these different typefaces, resulting in a scramble of fonts, varying in size, emphasis, and kerning within each word.<\/p>\n\n\n\n<p class=\"has-text-align-left has-option-default\">To further imitate scribbled handwriting, we added noise to the letters, making them dirtier, fuzzier, and less legible. The result was a data set of messy characters and many variations of each letter and word.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\"><\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d8c4a1bd7ba {\n            height: 160px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d8c4a1bd7ba {\n                height: 109px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d8c4a1bd7ba {\n                height: 60px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d8c4a1bd7ba\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_63d8c49dbd7b4\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_63d8c4a2bd7bb\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-6 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<h2 class=\"wp-block-heading has-option-default\">Pattern recognition<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\">\n<p class=\"has-option-default\">By auto-generating an extensive training data set, our development team was able to effectively apply a Long Short-Term Memory (LSTM) network to read easily legible handwriting at an 85% success rate and poor handwriting at a 60% success rate.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full has-option-mb40\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"395\" src=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Letter-Morph.gif\" alt=\"\" class=\"wp-image-14782\"\/><\/figure><\/div><\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_63d8c4a2bd7bc {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_63d8c4a2bd7bc {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_63d8c4a2bd7bc {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_63d8c4a2bd7bc\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"next-page-block_63d149956d9c7\"\n             class=\"js-guttenberg-block guttenberg-block next-page alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"#333\" data-new-bg=\"#59a0d2\"\n    >\n        <div class=\"next-page__container\">\n\n                            <div class=\"next-page__label\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <h5>next case study<\/h5>\n                <\/div>\n      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