{"id":11401,"date":"2024-05-09T22:48:19","date_gmt":"2024-05-10T02:48:19","guid":{"rendered":"https:\/\/ptp.cloud\/?p=11401"},"modified":"2025-04-29T05:37:50","modified_gmt":"2025-04-29T09:37:50","slug":"developing-ai-and-ml-practices-insights-from-aaron-jeskey","status":"publish","type":"post","link":"https:\/\/ptp.cloud\/developing-ai-and-ml-practices-insights-from-aaron-jeskey\/","title":{"rendered":"Developing AI and ML Practices: Insights from Aaron Jeskey at Bio-IT World 2024"},"content":{"rendered":"[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;6px||0px|||&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.16&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text admin_label=&#8221;Text&#8221; _builder_version=&#8221;4.25.0&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; global_colors_info=&#8221;{}&#8221; custom_margin=&#8221;||42px|||&#8221;]\n<p>At the recent <a href=\"https:\/\/www.bio-itworldexpo.com\/\">Bio-IT World 2024 conference in Boston<\/a>, <a href=\"https:\/\/www.linkedin.com\/in\/ajeskey\/\">Aaron Jeskey, Sr. Cloud Architect<\/a> of PTP provided valuable insights into the development of AI and ML practices within organizations. This discussion focused particularly on the challenges and strategies pertinent to sectors such as healthcare and life sciences.<\/p>\n<p><iframe loading=\"lazy\" title=\"Bio-ITWorld Conference: The Path for AI in Life Sciences Presentation\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/3WRzr95yB5s?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h2>The Journey of AI and ML Implementation<\/h2>\n<p>Aaron began by reflecting on PTP&#8217;s six-year journey since its pivotal experience at <a href=\"https:\/\/reinvent.awsevents.com\/\">ReInvent 2018<\/a>, where the unveiling of <a href=\"https:\/\/aws.amazon.com\/deepracer\/\">AWS&#8217;s DeepRacer platform<\/a> significantly shaped their approach. DeepRacer, a model racecar that teaches reinforcement learning without a traditional remote control, demonstrated the practical impact and educational potential of AI within a business setting.<\/p>\n<h2>The Rational AI Architect Framework<\/h2>\n<p>Central to PTP&#8217;s methodology is the <a href=\"https:\/\/ptp.cloud\/defining-the-rational-ai-architect-for-life-sciences\/\">Rational AI Architect<\/a>, a strategy rooted in applying the FAIR data principles\u2014Findable, Accessible, Interoperable, and Reusable data\u2014in a practical and sustainable manner. Aaron underscored the importance of a grounding statement to anchor any project&#8217;s objectives and reduce uncertainty. He cited an age-old adage to emphasize his point: &#8220;He who hurries more than he needs to, hurts before he needs to.&#8221; This quote encapsulates the philosophy of measured, thoughtful progress in AI and ML endeavors.<\/p>\n<h3>Applying FAIR Data Principles<\/h3>\n<p>Aaron discussed how each aspect of FAIR data could be effectively integrated from the start of a project:<\/p>\n<ul>\n<li><strong>Findable<\/strong>: The initial focus is on enhancing data lineage. Understanding not just what the data represents but also its origins and context is crucial for its effective use in scientific research and business applications.<\/li>\n<li><strong>Accessible<\/strong>: Maintaining data in its most atomic form is essential for accessibility. This approach ensures that even as data undergoes transformations or migrations, its core attributes remain intact and traceable.<\/li>\n<li><strong>Interoperable<\/strong>: Ensuring data&#8217;s usability across different platforms and by various users within the organization maximizes its value and fosters a collaborative environment.<\/li>\n<li><strong>Reusable<\/strong>: The goal is to keep data perennially relevant. As methodologies evolve or new team members join, reusable data stands as a robust foundation that can continuously support ongoing projects and innovations.<\/li>\n<\/ul>\n<h3>The Importance of Data Lineage and Atomic Data<\/h3>\n<p>Aaron elaborated on the practical aspects of data management, highlighting the importance of understanding who provides the data and the quality they can deliver. This understanding helps in making informed decisions about data usage. Keeping data atomic allows organizations to revisit and reutilize their information without the need for costly reprocessing, thus ensuring efficient and scalable operations.<\/p>\n<h2>Conclusion: Embracing a Structured Approach to AI and ML<\/h2>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/ajeskey\/\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10490 size-medium alignright\" src=\"https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/04\/Aaron-Jeskey-leveraging-ai-in-life-sciences-the-rational-ai-architect-approach-300x169.jpg\" alt=\"\" width=\"300\" height=\"169\" \/><\/a>Aaron\u2019s talk at Bio World 2024 illuminated the path forward for organizations looking to integrate AI and ML into their operations effectively. By adopting the Rational AI Architect framework and adhering to the FAIR data principles from the outset, companies can ensure their AI and ML practices are both sustainable and adaptable to future changes and challenges.<\/p>\n<p>For those interested in further exploring these strategies, PTP offers a funded Well-Architect Review that provides deeper insights into applying the Rational AI Architect approach in various environments, ensuring that organizations can embark on their AI and ML initiatives with confidence and clarity.<\/p>\n[\/et_pb_text][et_pb_divider _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; hover_enabled=&#8221;0&#8243; sticky_enabled=&#8221;0&#8243;][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; locked=&#8221;off&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text admin_label=&#8221;Text&#8221; _builder_version=&#8221;4.27.4&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; custom_margin=&#8221;||15px|||&#8221;]\n<p style=\"font-weight: 400;\"><strong>About PTP<\/strong><\/p>\n<p style=\"font-weight: 400;\"><a href=\"https:\/\/ptp.cloud\/about\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-2470\" src=\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/11\/ptp-rebrand-logo-original.png\" alt=\"PTP logo with the tagline &quot;Infinite Innovation&quot; on a light gray background, symbolizing the company's rebranding and focus on cloud services.\" width=\"108\" height=\"75\" srcset=\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/11\/ptp-rebrand-logo-original.png 291w, https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/11\/ptp-rebrand-logo-original-25x18.png 25w, https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/11\/ptp-rebrand-logo-original-36x25.png 36w, https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/11\/ptp-rebrand-logo-original-48x33.png 48w\" sizes=\"(max-width: 108px) 100vw, 108px\" \/><\/a><\/p>\n<p data-start=\"288\" data-end=\"2033\" class=\"\"><a data-start=\"305\" data-end=\"329\" rel=\"noopener\" target=\"_new\" class=\"\" href=\"https:\/\/ptp.cloud\">\u00a0<\/a>Headquartered in Boston,<a data-start=\"305\" data-end=\"329\" rel=\"noopener\" target=\"_new\" class=\"\" href=\"https:\/\/ptp.cloud\"> PTP<\/a> (Pinnacle Technology Partners, Inc.) delivers specialized <a data-start=\"382\" data-end=\"438\" href=\"https:\/\/ptp.cloud\/services\/cloudops\/\">cloud consulting<\/a>, <a data-start=\"440\" data-end=\"500\" href=\"https:\/\/ptp.cloud\/services\/secops\/\">cybersecurity services<\/a>, <a data-start=\"502\" data-end=\"559\" href=\"https:\/\/ptp.cloud\/services\/finops\/\">FinOps optimization<\/a>, and <a data-start=\"565\" data-end=\"623\" rel=\"noopener\" target=\"_new\" class=\"cursor-pointer\">managed IT solutions<\/a> designed to meet the complex needs of life sciences, biotech, and healthcare organizations. As an <a data-start=\"722\" data-end=\"852\" href=\"https:\/\/aws.amazon.com\/marketplace\/seller-profile?id=40aef862-90e2-4a5f-9d98-2ef74b6cbf15\">AWS Advanced Tier Services Partner<\/a> with Life Sciences Competency, PTP provides end-to-end solutions including <a data-start=\"928\" data-end=\"998\" rel=\"noopener\" target=\"_new\" class=\"cursor-pointer\" href=\"https:\/\/ptp.cloud\/services\/cloudops\/cloud-migration\/\">AWS cloud migration<\/a>, <a data-start=\"1000\" data-end=\"1092\" rel=\"noopener\" target=\"_new\" class=\"cursor-pointer\" href=\"https:\/\/ptp.cloud\/aws-consulting\/aws-well-architected-framework\/\">Well-Architected Reviews<\/a>, <a data-start=\"1094\" data-end=\"1157\" href=\"https:\/\/ptp.cloud\/services\/secops\/\">managed security services<\/a>, and <a data-start=\"1163\" data-end=\"1258\" href=\"https:\/\/ptp.cloud\/services\/finops\/cloud-optimization-and-management\/\">cloud cost optimization<\/a> strategies. Through its <a data-start=\"1283\" data-end=\"1323\" rel=\"noopener\" target=\"_new\" class=\"cursor-pointer\" href=\"https:\/\/ptp.cloud\/services\/peakplus\/\">PeakPlus\u2122<\/a> managed services platform and deep domain expertise, PTP empowers innovators to accelerate discovery, maintain regulatory compliance, and drive operational efficiency \u2014 all while protecting critical data assets.<\/p>\n<p data-start=\"2035\" data-end=\"2102\" class=\"\">For more information, visit <a data-start=\"2063\" data-end=\"2101\" rel=\"noopener\" target=\"_new\" class=\"\" href=\"https:\/\/ptp.cloud\">https:\/\/ptp.cloud<\/a>.<\/p>\n<p><strong>Media Contact:<\/strong><\/p>\n<p>Gary Derheim<br \/>VP, Marketing &amp; Business Development<br \/><a href=\"mailto:marketing@ptp.cloud\">marketing@ptp.cloud<\/a><\/p>\n[\/et_pb_text][et_pb_social_media_follow _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; text_orientation=&#8221;left&#8221; width_tablet=&#8221;100%&#8221; width_phone=&#8221;100%&#8221; 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color: #2e3192;\"><strong data-start=\"348\" data-end=\"402\">Ready to Take the Next Step in Your Cloud Journey?<\/strong><\/span><\/h3>\n<h3 data-start=\"404\" data-end=\"439\" class=\"\"><\/h3>\n<p data-start=\"440\" data-end=\"712\" class=\"\">Whether you&#8217;re optimizing AWS costs, strengthening cybersecurity, or building scalable infrastructure for life sciences innovation, <strong>PTP is here to help.<\/strong> Our experts deliver tailored cloud, security, and FinOps solutions for fast-growing organizations.\u00a0Contact us today to speak with our experts or explore our AWS Marketplace solutions.<\/p>\n[\/et_pb_text][dsm_button button_one_text=&#8221;Contact Us&#8221; button_one_url=&#8221;https:\/\/ptp.cloud\/contact\/&#8221; button_two_text=&#8221;Our Services&#8221; button_two_url=&#8221;https:\/\/ptp.cloud\/services\/&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_button_one=&#8221;on&#8221; button_one_text_color=&#8221;#f9f9f9&#8243; 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_builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][\/et_pb_row][\/et_pb_section]\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false},"excerpt":{"rendered":"<p>At the recent Bio-IT World 2024 conference in Boston, Aaron Jeskey, Sr. Cloud Architect of PTP provided valuable insights into the development of AI and ML practices within organizations. This discussion focused particularly on the challenges and strategies pertinent to sectors such as healthcare and life sciences. The Journey of AI and ML Implementation Aaron [&hellip;]<\/p>\n","protected":false},"author":445,"featured_media":11403,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"Join us in this intriguing webinar highlight as we delve into the emerging role of the Rational AI Architect. Discover the essence of this innovative position from an industry expert, as they explain the rational approach to AI architecture, contrasted against the conventional hype cycles in tech. Learn about the practical challenges and strategic thinking required to scale ambitions in smaller, less resourced teams, and how these pioneers navigate the complexities of modern software development in life sciences. Whether you're an AI professional or just AI-curious, this video provides valuable insights into how minimal viable products and agile methodologies can be leveraged effectively to achieve ambitious technological goals. Don't miss out on understanding how rational AI architects are shaping the future of technology in the life sciences sector!\r\n\r\nSpeakers\r\n<a href=\"https:\/\/www.linkedin.com\/in\/john-f-conway-678b2a3\/\">John Conway<\/a> \u2013 Chief Visioneer Officer, 20\/15 Visioneers\r\n<a href=\"https:\/\/www.linkedin.com\/in\/ajeskey\/\">Aaron Jeskey<\/a> \u2013 Sr. Cloud Architect, PTP\r\n\r\n\u00a0\r\n\r\n[embed]https:\/\/youtu.be\/XZ-nRW2PljE[\/embed]\r\n\r\n\u00a0\r\n<h3><a href=\"https:\/\/ptp.cloud\/aws-consulting\/aws-for-life-sciences\/\">More about PTP's CloudOps for Life Sciences!<\/a><\/h3>","_et_gb_content_width":"","content-type":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[189,9,16,83],"tags":[],"table_tags":[],"class_list":["post-11401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-archive","category-cloudops-archive","category-events-archive","category-learning-videos-archive"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.1.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Insights from Aaron Jeskey at Bio-IT World 2024<\/title>\n<meta name=\"description\" content=\"Explore key insights on building AI and ML practices from Aaron Jesy&#039;s talk at Bio World 2024, focusing on the Rational AI Architect approach and FAIR data principles.\" \/>\n<meta name=\"robots\" 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