{"id":15971,"date":"2022-05-03T21:28:03","date_gmt":"2022-05-03T21:28:03","guid":{"rendered":"https:\/\/www.transcribeme.com\/?p=15971"},"modified":"2023-04-19T00:39:14","modified_gmt":"2023-04-19T00:39:14","slug":"the-challenges-organizations-face-deploying-ai-machine-learning-solutions","status":"publish","type":"post","link":"https:\/\/www.transcribeme.com\/blog\/the-challenges-organizations-face-deploying-ai-machine-learning-solutions\/","title":{"rendered":"The Challenges Organizations Face Deploying AI &#038; Machine Learning Solutions"},"content":{"rendered":"[vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#f7f7f7&#8243; scene_position=&#8221;center&#8221; top_padding=&#8221;5%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;5%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<blockquote><p>Business AI &amp; Machine Learning &#8211; It\u2019s Here to Stay<\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">Artificial intelligence (AI) and machine learning (ML) use in the business world is rapidly growing as a way to drive greater business process efficiencies. According to a 2020 survey by <\/span><a href=\"https:\/\/www2.deloitte.com\/us\/en\/insights\/focus\/cognitive-technologies\/state-of-ai-and-intelligent-automation-in-business-survey.html\" class=\"broken_link\"><span style=\"font-weight: 400;\">Deloitte<\/span><\/a><span style=\"font-weight: 400;\">, 67% of the nearly 3,000 IT and business executives surveyed said their companies already had machine learning projects in place, while 97% were either using or planning to use machine learning within the next year.<\/span>[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#ffffff&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;5%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;5%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]<span style=\"font-weight: 400;\">In a 2021 report, <\/span><a href=\"https:\/\/www.datarobot.com\/\"><span style=\"font-weight: 400;\">Algorithmia<\/span><\/a><span style=\"font-weight: 400;\"> discovered that companies are actively broadening the scope of what they are using AI and machine learning to accomplish, with a clear focus on the automation of business processes and customer experience.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">So if you run a business, does this mean you should hurry to allocate some money in next year&#8217;s budget for a data scientist or two, maybe even start a new ML division in your IT department? Sure, you can. And maybe it will even work great for you. But like everything in life, it&#8217;s often not as simple as that.<\/span>[\/vc_column_text][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][image_with_animation image_url=&#8221;15973&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;Fade In&#8221; animation_easing=&#8221;default&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;center&#8221; img_link_large=&#8221;yes&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#f7f7f7&#8243; scene_position=&#8221;center&#8221; top_padding=&#8221;5%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;5%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h3>AI\/ML Implementation Obstacles<\/h3>\n<p><span style=\"font-weight: 400;\">Nearly all companies agree that AI and ML can be beneficial to their businesses if implemented successfully, but it is the successful implementation aspect that has its share of issues.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In May of 2019, <\/span><a href=\"https:\/\/dimensionalresearch.com\/\"><span style=\"font-weight: 400;\">Dimensional Research<\/span><\/a><span style=\"font-weight: 400;\"> conducted a global survey of data scientists, AI experts, and stakeholders in large companies across 20 industries to determine their experiences with machine learning development projects. The report, <\/span><a href=\"https:\/\/cdn2.hubspot.net\/hubfs\/3971219\/Survey%20Assets%201905\/Dimensional%20Research%20Machine%20Learning%20PPT%20Report%20FINAL.pdf\"><span style=\"font-weight: 400;\">Artificial Intelligence and Machine Learning Projects Are Obstructed by Data Issues<\/span><\/a><span style=\"font-weight: 400;\">, is loaded with interesting information. We highly recommend reading it all, but here are a few key takeaways:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">78% of AI\/ML projects stall at some stage before deployment<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">96% of enterprises encounter data quality and labeling challenges<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">63% have tried to build their own technology solutions<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">81% admit that training AI with data is more difficult than expected<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">The most common hurdle organizations face when deploying AI\/ML solutions is around the data used to build and train the models. Companies frequently misunderstand or underestimate the data they already have and the utility it provides, how that data needs to be organized &amp; labeled, and what data is needed to be acquired to properly build the required models. As a result, the projects cannot be implemented or are implemented poorly due to various data quality-related issues.<\/span>[\/vc_column_text][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;30px&#8221;][image_with_animation image_url=&#8221;15975&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;Fade In&#8221; animation_easing=&#8221;default&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;center&#8221; img_link_large=&#8221;yes&#8221; border_radius=&#8221;10px&#8221; box_shadow=&#8221;small_depth&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;75%&#8221; max_width_mobile=&#8221;default&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;30px&#8221;][vc_column_text]<span style=\"font-weight: 400;\">Most enterprises that do have machine learning teams in place, even very large organizations,\u00a0 have 10 or fewer people working on their AI\/ML teams. 24% have fewer than 5. To deploy a machine learning model at the production level with confidence, a majority of ML projects require hundreds of thousands (if not millions) of labeled data items. These data science teams are not able to properly label all of the required training data in-house, and they often outsource these tasks to outside vendors, trying to receive at times complex annotations using outsourced lowest-cost labor. Often times this results in labeled data not achieving the accuracy needed to properly train the models, which results in a negative feedback loop &#8211; feeding bad data into an ML model results in poor model performance, which results in feeding more bad data into the model resulting in continued poor performance.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The research report <\/span><a href=\"https:\/\/sloanreview.mit.edu\/projects\/reshaping-business-with-artificial-intelligence\/\"><span style=\"font-weight: 400;\">Reshaping Business with Artificial Intelligence<\/span><\/a><span style=\"font-weight: 400;\">, published in the fall 2017 issue of the <\/span><a href=\"https:\/\/sloanreview.mit.edu\/\"><span style=\"font-weight: 400;\">MIT Sloan Management Review<\/span><\/a><span style=\"font-weight: 400;\">, reveals another issue that stands out. The report shows that there is a lack of understanding by policy-makers and strategists regarding certain aspects of ML, particularly when it comes to the comprehension that generating business value from AI is directly linked with training AI algorithms:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Many current AI applications start with one or more &#8216;naked&#8217; algorithms that become intelligent only upon being trained (predominantly on company-specific data). Successful training depends on having well-developed information systems that can pull together relevant training data.&#8221;<\/span>[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#ffffff&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;5%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;5%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h3>In-House or Outsource Machine Learning Projects?<\/h3>\n<p><span style=\"font-weight: 400;\">After reading about the difficulties companies may face in attempting to launch a successful machine learning project, it should be no surprise to hear that, as revealed by the Dimensional Research survey, <\/span><b>71% of organizations ultimately outsource ML project activities<\/b><span style=\"font-weight: 400;\">. Moreover, teams that outsource data labeling get projects into production faster.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">And of that 71% of organizations that outsourced ML activities, three of the top five external services utilized were related to training data.\u00a0<\/span>[\/vc_column_text][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;30px&#8221;][image_with_animation image_url=&#8221;15976&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;Fade In&#8221; animation_easing=&#8221;default&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;center&#8221; img_link_large=&#8221;yes&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;75%&#8221; max_width_mobile=&#8221;default&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#f7f7f7&#8243; scene_position=&#8221;center&#8221; top_padding=&#8221;5%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;5%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h2><b>TranscribeMe and Machine Learning<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-15795 size-medium\" src=\"https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-300x300.png\" alt=\"TranscribeMe Ai &amp; Machine Learning\" width=\"300\" height=\"300\" srcset=\"https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-300x300.png 300w, https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-150x150.png 150w, https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-100x100.png 100w, https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-140x140.png 140w, https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-500x500.png 500w, https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt-350x350.png 350w, https:\/\/www.transcribeme.com\/wp-content\/uploads\/2021\/10\/ai-opt.png 560w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>TranscribeMe initially launched as a <\/span><a href=\"https:\/\/www.transcribeme.com\/transcription-services\/\"><span style=\"font-weight: 400;\">crowdsourced transcription<\/span><\/a><span style=\"font-weight: 400;\"> company, and over the years we have evolved to provide all kinds of language services utilizing specially trained and managed worker teams. With AI and machine learning use cases, we provide a suite of <\/span><a href=\"https:\/\/www.transcribeme.com\/data-annotation\/\"><span style=\"font-weight: 400;\">data annotation &amp; creation services<\/span><\/a><span style=\"font-weight: 400;\"> that enable AI\/ML teams to have the highest quality training data for their models. This is done through a combination of a proprietary worker and task management platform, paired with over two million freelancers registered to our platform.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The technology TranscribeMe has built enables for the rapid scaling of worker teams and ensures that workers are paired with the right tasks. Additionally, we have multiple quality assurance and review layers to ensure that output data is the highest possible quality. By automating many of these workforce management processes, we are able to deliver the best quality data quickly and at low cost.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">What is critical to our success in being able to scale worker teams is our positive reputation in the work-from-home community. Our approach is to provide workers with resources, feedback, and treat them with respect. This helps to bring the best quality workers while maintaining competitive pricing, and TranscribeMe has received the highest ranking in the <\/span><a href=\"https:\/\/fair.work\/en\/ratings\/cloudwork\/#continue\"><span style=\"font-weight: 400;\">Fairwork Cloudwork rating<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The flexibility of the TranscribeMe platform along with the large pool of qualified workers allows us to provide a suite of different <\/span><a href=\"https:\/\/www.transcribeme.com\/ai-machine-learning\/\"><span style=\"font-weight: 400;\">services for AI &amp; ML<\/span><\/a><span style=\"font-weight: 400;\"> use cases, including but not limited to the following:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Transcription with complex timestamping and non-verbal annotations<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Translation of all kinds of NLP data in a variety of language pairs<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Text data annotations including sentiment, objects, relationships, and others<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Audio data creation in 10+ languages, most domains, and a wide range of demographics<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Every AI\/ML training use case has unique characteristics and requirements, and we\u2019ve found the best process is to work directly with clients to determine the actual project needs so we can provide the lowest possible costs. 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