{"id":14560,"date":"2025-01-07T00:39:31","date_gmt":"2025-01-07T05:39:31","guid":{"rendered":"https:\/\/ptp.cloud\/?p=14560"},"modified":"2025-08-12T03:24:14","modified_gmt":"2025-08-12T07:24:14","slug":"ptp-boosts-biotech-productivity-with-aws-sagemaker","status":"publish","type":"post","link":"https:\/\/ptp.cloud\/ptp-boosts-biotech-productivity-with-aws-sagemaker\/","title":{"rendered":"PTP Empowers Biotech Teams with AWS SageMaker, Boosting Productivity by 10%"},"content":{"rendered":"[et_pb_section fb_built=”1″ custom_padding_last_edited=”on|tablet” admin_label=”Section” _builder_version=”4.27.4″ _module_preset=”default” background_color=”#3e489d” background_image=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/Square-Pattern-Hero-Background.png” custom_padding=”5px||||false|false” custom_padding_tablet=”40px||40px||true|false” custom_padding_phone=”40px||40px||true|false” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row column_structure=”2_3,1_3″ make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_padding=”63px||1px|||” global_colors_info=”{}”][et_pb_column type=”2_3″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_heading title=”How PTP Boosted Biotech Productivity by 10% with AWS SageMaker* in a Regulated Environment” _builder_version=”4.27.4″ _module_preset=”default” title_font=”–et_global_heading_font|700|||||||” title_text_color=”#ffffff” title_font_size=”3.5rem” title_line_height=”1.2em” max_width_tablet=”620px” max_width_phone=”620px” max_width_last_edited=”on|tablet” custom_padding=”40px||||false|false” global_colors_info=”{}”][\/et_pb_heading][\/et_pb_column][et_pb_column type=”1_3″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/PTP-Hero-Section-Goat-Illustration-min.png” alt=”Illustration of Goat working on servers leading data to the cloud and to a proved treatment” title_text=”PTP Hero Section Goat Illustration” align=”center” disabled_on=”on|off|off” _builder_version=”4.27.4″ _module_preset=”default” max_width_tablet=”75%” max_width_phone=”75%” max_width_last_edited=”on|tablet” custom_padding=”25px||25px||true|false” global_colors_info=”{}”][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_margin=”|auto|29px|auto||” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#ffffff” text_font_size=”1.5rem” text_line_height=”2.1rem” max_width_tablet=”620px” max_width_phone=”620px” max_width_last_edited=”on|tablet” global_colors_info=”{}”]\n

For early and mid-stage Biotechnology and Life Sciences companies, easily accessing all sources of data\u2014whether on-prem from the lab or in the cloud\u2014is critical for rapidly analyzing new molecules and assessing the validity of new drugs or treatments. Data teams often work in hybrid, remote, and asynchronous environments, requiring tools that enable collaboration and maintain version control. Additionally, these companies frequently handle sensitive individual and private health information, demanding robust security and compliance measures.<\/span><\/p>\n[\/et_pb_text][dsm_icon_list icon_font_size_tablet=”” icon_font_size_phone=”20px” icon_font_size_last_edited=”on|phone” module_class=”hero-stat” _builder_version=”4.27.4″ _module_preset=”default” text_font_size_tablet=”” text_font_size_phone=”13px” text_font_size_last_edited=”on|phone” locked=”off” global_colors_info=”{}”][dsm_icon_list_child text=”*Resulted in a 10% productivity increase for data scientists by providing version-controlled, collaborative machine learning environments.” font_icon=”||fa||900″ icon_padding=”1px” icon_font_size=”2rem” url_new_window=”on” _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|500|on||||||” text_text_color=”#0ca8fc” text_font_size=”1.2rem” text_line_height=”1.25rem” text_font_size_tablet=”1.2rem” text_font_size_phone=”1rem” text_font_size_last_edited=”on|phone” global_colors_info=”{}”][\/dsm_icon_list_child][\/dsm_icon_list][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ admin_label=”section” _builder_version=”4.16″ custom_padding=”32px||1px|||” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row column_structure=”1_2,1_2″ make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_padding=”8px||1px|||” global_colors_info=”{}”][et_pb_column type=”1_2″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font||||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2rem” custom_margin=”45px||||false|false” custom_padding=”||||false|false” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22%93}”]\n

The Challenge<\/strong><\/span><\/h2>\n[\/et_pb_text][\/et_pb_column][et_pb_column type=”1_2″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][\/et_pb_column][\/et_pb_row][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_padding=”2px||63px|||” locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2.3rem” custom_margin=”||7px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93}”]\n

A PTP client, dedicated to modifying medicines by identifying validated targets and advancing multiple therapeutic modalities, sought an improved method for collaborative version control of data in AWS<\/a>. They needed a solution that could support dozens of computational biologists leveraging Amazon SageMaker<\/a>\u2019s machine learning models to accelerate data analysis.<\/span><\/span><\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ custom_padding_last_edited=”on|tablet” next_background_color=”#ffffff” admin_label=”Section” _builder_version=”4.27.4″ _module_preset=”default” background_color=”#3e489d” background_image=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/Square-Pattern-Hero-Background.png” custom_padding=”||52px||false|false” custom_padding_tablet=”40px||40px||true|false” custom_padding_phone=”40px||40px||true|false” bottom_divider_style=”arrow” bottom_divider_height=”83px” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_padding=”||99px|||” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font||||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2rem” custom_margin=”||0px||false|false” custom_padding=”||16px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22%93}”]\n

The Solution<\/strong><\/span>\u00a0<\/h2>\n[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#ffffff” text_font_size=”28px” text_line_height=”2.3rem” custom_margin=”||0px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{}”]\n

PTP architected a tailored solution to address the client\u2019s challenges, deploying a collaborative environment powered by Amazon SageMaker:<\/p>\n

Custom Docker Images and PyPI Packages
<\/strong>Deployed custom Docker images with private Python Package Index (PyPI) packages into SageMaker to enable secure collaboration.<\/p>\n

Created pre-defined environments with specific Python packages for seamless integration.<\/p>\n

Shared Storage Access
<\/strong>Integrated shared storage for on-prem, third-party CRO, and Amazon S3 data, enabling seamless access to Jupyter notebooks across users.<\/p>\n

Custom IPython Kernels
<\/strong>Built custom IPython kernels for interacting with SageMaker Studio\u2019s Jupyter notebooks, ensuring standardized working environments.<\/p>\n

Kernels were deployed in Docker containers, automatically pulled by SageMaker during notebook instance creation.<\/p>\n

Enhanced Data Security
<\/strong>Designed and deployed a private PyPI server to secure Personal Identifiable Information (PII) and ensure regulatory compliance.<\/p>\n

Configured the environment to integrate with the company\u2019s Single Sign-On (SSO) and Multi-Factor Authentication (MFA), following best security practices.<\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ admin_label=”section” _builder_version=”4.16″ custom_padding=”32px||1px|||” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_margin=”36px|auto||auto||” custom_padding=”2px||42px|||” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#474747″ text_font_size=”27px” text_line_height=”2rem” custom_margin=”||3px|||” custom_padding=”||25px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” locked=”off” global_colors_info=”{}”]\"Diagram<\/em>The AWS SageMaker architecture deployed for collaborative machine learning environments in a biotech use case, including shared storage, secure authentication with Okta, and integration with Docker containers from ECR.<\/em><\/p>\n

<\/strong><\/span><\/h2>\n

<\/strong><\/span><\/p>\n

The Outcome<\/strong><\/span><\/h2>\n

<\/strong><\/span><\/p>\n

PTP\u2019s expertise in biotechnology workflows, Amazon SageMaker, and machine learning allowed for the successful deployment of a collaborative data science environment:[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”rgba(0,0,0,0.66)” text_font_size=”28px” text_line_height=”2.3rem” custom_padding=”34px|25px|34px|25px|true|true” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” border_radii=”on|2px|2px|2px|2px” border_width_all=”1px” global_colors_info=”{}”]\n

10% Productivity Increase<\/strong>
Improved productivity for data scientists through version-controlled, collaborative machine learning environments.<\/p>\n

Accelerated Medicine Development<\/strong>
Faster analysis and iteration supported the development of neurogenetic medicines.<\/p>\n

Robust Security and Compliance<\/strong>
Ensured data integrity and privacy through stringent security measures, meeting regulatory requirements.<\/p>\n[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#474747″ text_font_size=”27px” text_line_height=”2rem” custom_margin=”||3px|||” custom_padding=”||25px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” locked=”off” global_colors_info=”{}”]\n

By enabling collaborative data analysis and secure machine learning workflows, PTP\u2019s solution positioned the client to accelerate drug development and enhance scientific innovation.<\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_2,1_2″ module_class=”vert-cent” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_margin=”0px||0px||false|false” custom_padding=”0px||0px||false|false” locked=”off” global_colors_info=”{}”][et_pb_column type=”1_2″ module_id=”contact” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/12\/Graphs-Isometric-Contained-Icon.png” alt=”Graphs Isometric Contained Icon” title_text=”Graphs Isometric Contained Icon” show_bottom_space=”off” disabled_on=”on|off|off” _builder_version=”4.27.4″ _module_preset=”default” width_tablet=”200px” width_phone=”150px” width_last_edited=”on|phone” custom_margin=”|||-20px|false|false” global_colors_info=”{}”][\/et_pb_image][et_pb_heading title=”Ready to Optimize Your Data Science Workflows?” _builder_version=”4.27.4″ _module_preset=”default” title_level=”h2″ title_font=”–et_global_heading_font|600|||||||” title_text_align=”left” title_text_color=”gcid-0e52a8f4-5dfd-4102-9f40-fd354ef9edd5″ title_font_size=”2.88rem” title_line_height=”1.2em” max_width_tablet=”100%” max_width_phone=”300px” max_width_last_edited=”on|phone” custom_margin=”15px||5px||false|false” locked=”off” global_colors_info=”{%22gcid-0e52a8f4-5dfd-4102-9f40-fd354ef9edd5%22:%91%22title_text_color%22%93}”][\/et_pb_heading][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”Ubuntu||||||||” text_text_color=”#000000″ text_font_size=”1.25rem” text_line_height=”1.75rem” max_width=”620px” locked=”off” global_colors_info=”{}”]\n

PTP\u2019s expertise in cloud architecture and machine learning can transform your organization\u2019s collaborative capabilities. <\/span>Contact us today to learn how we can help you achieve your scientific and business goals faster.<\/span><\/p>\n[\/et_pb_text][et_pb_button button_url=”https:\/\/outlook.office365.com\/owa\/calendar\/PTP1@pinnacletechpartners.com\/bookings\/” url_new_window=”on” button_text=”Schedule a call” button_alignment=”left” _builder_version=”4.27.4″ _module_preset=”default” custom_button=”on” button_text_size=”18px” button_text_color=”#ffffff” button_bg_color=”gcid-primary-color” button_border_width=”0px” button_border_radius=”50px” button_font=”Ubuntu|500|||||||” button_use_icon=”off” custom_padding=”0.8rem|1.8rem|0.8rem|1.8rem|true|true” button_text_size_tablet=”1rem” button_text_size_phone=”1rem” button_text_size_last_edited=”on|tablet” locked=”off” global_colors_info=”{%22gcid-primary-color%22:%91%22button_bg_color%22%93,%22gcid-4a2771a4-2bac-479e-b2cf-583957402471%22:%91%22button_bg_color__hover%22%93}” button_bg_color__hover=”#0c71c3″ button_bg_color__hover_enabled=”on|desktop”][\/et_pb_button][\/et_pb_column][et_pb_column type=”1_2″ _builder_version=”4.27.4″ _module_preset=”default” background_color=”#2f348d” custom_padding=”60px|60px|25px|60px|false|true” custom_padding_tablet=”60px|60px|25px|60px|false|true” custom_padding_phone=”30px|30px|0px|30px|false|true” custom_padding_last_edited=”on|tablet” border_radii=”on|10px|10px|10px|10px” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”Ubuntu||||||||” text_text_color=”#FFFFFF” text_font_size=”18px” text_line_height=”1.4em” header_2_font=”Ubuntu|500|||||||” header_2_text_color=”#FFFFFF” header_2_font_size=”38px” header_2_line_height=”1.2em” global_colors_info=”{}”]\n

Achieve faster results with PTP\u2019s expert SageMaker solutions.<\/h2>\n

Boost your team\u2019s productivity and streamline workflows with PTP\u2019s tailored SageMaker solutions. Contact us today to get started!<\/p>\n[\/et_pb_text][et_pb_code _builder_version=”4.27.4″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]

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