{"id":24543,"date":"2025-05-09T14:23:35","date_gmt":"2025-05-09T14:23:35","guid":{"rendered":"https:\/\/northbaysolutions.com\/case-studies\/how-northbay-solutions-helped-tubitak-launch-a-foundational-turkish-llm-on-aws\/"},"modified":"2025-10-22T10:13:25","modified_gmt":"2025-10-22T10:13:25","slug":"how-northbay-solutions-helped-tubitak-launch-a-foundational-turkish-llm-on-aws","status":"publish","type":"post","link":"https:\/\/northbaysolutions.com\/case-studies\/how-northbay-solutions-helped-tubitak-launch-a-foundational-turkish-llm-on-aws\/","title":{"rendered":"How NorthBay Solutions Helped T\u00dcB\u0130TAK Launch a Foundational Turkish LLM on AWS"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--awb-margin-bottom:60px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\" style=\"border-radius:10px;\"><img loading=\"lazy\" decoding=\"async\" width=\"1344\" height=\"768\" alt=\"How NorthBay Solutions Helped T\u00dcB\u0130TAK Launch a Foundational Turkish LLM on AWS\" title=\"How NorthBay Solutions Helped T\u00dcB\u0130TAK Launch a Foundational Turkish LLM on AWS\" src=\"https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS.jpg\" class=\"img-responsive wp-image-24547\" srcset=\"https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS-200x114.jpg 200w, https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS-400x229.jpg 400w, https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS-600x343.jpg 600w, https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS-800x457.jpg 800w, https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS-1200x686.jpg 1200w, https:\/\/northbaysolutions.com\/wp-content\/uploads\/2025\/05\/How-NorthBay-Solutions-Helped-TUBITAK-Launch-a-Foundational-Turkish-LLM-on-AWS.jpg 1344w\" sizes=\"auto, (max-width: 640px) 100vw, 1344px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:33px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-margin-top-medium:20px;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:20px;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-bottom:40px;\"><p class=\"vc_custom_heading b_heading first_heading\"><strong>Meet Our Customer<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-bottom:0px;\"><p style=\"text-align: left;\">The Scientific and Technological Research Council of T\u00fcrkiye (<a href=\"https:\/\/tubitak.gov.tr\/tr\" target=\"_blank\" rel=\"noopener noreferrer\">T\u00dcB\u0130TAK<\/a>) is Turkey's leading agency for advancing science, technology, and innovation. Established in 1963, T\u00dcB\u0130TAK's mission is to promote, manage, and fund scientific research while shaping Turkey's national R&amp;D agenda. An autonomous organization, T\u00dcB\u0130TAK is governed by a Scientific Board composed of distinguished scholars from universities, industry, and research institutions. It plays a pivotal role in fostering a science-driven culture and supporting the country's technological growth.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3 fusion-text-no-margin text-style\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-bottom:50px;\"><p><strong>The Challenge<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-4 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-bottom:50px;\"><p>T\u00dcB\u0130TAK set out to develop the first Turkish-language large language model (LLM). Their ambitious goals included:<\/p>\n<ul>\n<li>Adapting tokenizers specifically for Turkish.<\/li>\n<li>Experimenting with data mixing strategies.<\/li>\n<li>Applying best practices for training models at scale.<\/li>\n<li>Conducting a proof-of-concept (POC) to assess the model's viability, followed by fine-tuning the LLM for optimal performance.<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-5 fusion-text-no-margin\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-bottom:50px;\"><p><strong>Vision<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-6 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-bottom:50px;\"><p style=\"text-align: left;\">T\u00dcB\u0130TAK's ultimate goal is to create a Turkish-first LLM that can serve as a foundation model for a variety of downstream applications. This model would empower future AI initiatives in T\u00fcrkiye and provide an essential tool for further fine-tuning across different sectors.<\/p>\n<\/div><div class=\"fusion-text fusion-text-7 fusion-text-no-margin\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-bottom:50px;\"><p><strong>Solution<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-8 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-bottom:50px;\"><p style=\"text-align: left;\">Our collaboration with T\u00dcB\u0130TAK involved a comprehensive approach to building their LLM using <a href=\"https:\/\/northbaysolutions.com\/blog\/transforming-your-business-with-effective-cloud-infrastructure-management\/\">AWS infrastructure<\/a>:<\/p>\n<ul>\n<li><b>Tokenizer Training:<\/b> We developed new tokenizers optimized for Turkish, using a large, curated Turkish NLP dataset.<\/li>\n<li><b>Tokenizer Evaluation:<\/b> We assessed tokenizers through fertility scores and made iterative improvements to enhance efficiency.<\/li>\n<li><b>Data Preparation &amp; Sharding:<\/b> T\u00dcB\u0130TAK\u2019s data was preprocessed, tokenized, and sharded to maintain quality and maximize training performance.<\/li>\n<li><b>AWS Pre-Training Code:<\/b> Leveraging Fully Sharded Data Parallel (FSDP) techniques, we developed and validated pre-training code on AWS for optimized scaling.<\/li>\n<li><b>Data Experiments:<\/b> We ran experiments incorporating cultural data to improve model performance and generated insights based on results.<\/li>\n<li><b>Full Pretraining:<\/b> The LLM was pre-trained with a 5% English data mix, allowing for benchmarking against both Turkish and international standards.<\/li>\n<li><b>Fine-Tuning:<\/b> After pretraining, the LLM underwent multiple fine-tuning cycles to improve performance on the Turkish Leaderboard Dataset.<\/li>\n<li><b>Model Merging:<\/b> We experimented with merging models and conducted performance assessments to measure improvement over baseline results.<\/li>\n<li><b>Comprehensive Evaluation:<\/b> Metrics were captured throughout the process, enabling comparative analysis and identification of the most effective development strategies.<\/li>\n<\/ul>\n<\/div><div class=\"fusion-text fusion-text-9 fusion-text-no-margin\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-bottom:50px;\"><p><strong>AWS Services<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-10 fusion-text-no-margin\" style=\"--awb-text-transform:none;\"><p>The project heavily utilized <a href=\"\/aws-services\/\">AWS services<\/a> to ensure scalability and efficiency:<\/p>\n<\/div><div class=\"fusion-text fusion-text-11 fusion-text-no-margin awsServices\" style=\"--awb-text-transform:none;--awb-margin-bottom:30px;\"><a href=\"\/aws-services\/?s=&wcf_taxonomy%5B672cd032789c0%5D=case-studies&wcf_meta_field%5B6728a4a68c221%5D=Amazon SageMaker&wcf_meta_field%5B6728bd1548af4%5D=Case%20Studies&form_id=26570&post_types=post&posts_per_page=12\">Amazon SageMaker<\/a>, <a href=\"\/aws-services\/?s=&wcf_taxonomy%5B672cd032789c0%5D=case-studies&wcf_meta_field%5B6728a4a68c221%5D=AWS P5 Instances&wcf_meta_field%5B6728bd1548af4%5D=Case%20Studies&form_id=26570&post_types=post&posts_per_page=12\">AWS P5 Instances<\/a>, <a href=\"\/aws-services\/?s=&wcf_taxonomy%5B672cd032789c0%5D=case-studies&wcf_meta_field%5B6728a4a68c221%5D=AWS Model Registry&wcf_meta_field%5B6728bd1548af4%5D=Case%20Studies&form_id=26570&post_types=post&posts_per_page=12\">AWS Model Registry<\/a>\n<\/div><ul class=\"services\"><\/ul>\n\n<script>\njQuery( document ).ready(function($) {\n\n   $(\".awsServices\").append(\n'<ul class=\"services\"><\/ul>');\n  \n $('.awsServices a').each(function() {\n    var text = $(this).text();\n    $('<li\/>')\n        .append($('<a \/>', {text: text, href:'https:\/\/northbaysolutions.com\/aws-services\/?s=&wcf_taxonomy%5B672cd032789c0%5D=case-studies&wcf_meta_field%5B6728a4a68c221%5D='+text+'&wcf_meta_field%5B6728bd1548af4%5D=Case%20Studies&form_id=26570&post_types=post&posts_per_page=12'}))\n        .appendTo('ul.services');\n}); \n \n});\n\n\n\n<\/script><div class=\"fusion-text fusion-text-12 fusion-text-no-margin\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-top:30px;--awb-margin-bottom:50px;\"><p><strong>Benefits<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-13 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-bottom:50px;\"><p style=\"text-align: left;\">T\u00dcB\u0130TAK achieved significant milestones through this initiative:<\/p>\n<p style=\"text-align: left;\"><span style=\"font-family: var(--awb-text-font-family); font-size: var(--awb-font-size); font-style: var(--awb-text-font-style); letter-spacing: var(--awb-letter-spacing); text-align: var(--awb-content-alignment); text-transform: var(--awb-text-transform); background-color: var(--awb-bg-color); color: var(--awb-color6);\"><b>10x Faster Training:<\/b><\/span> AWS P5 instances dramatically reduced training time, enabling rapid iteration and experimentation.<\/p>\n<p style=\"text-align: left;\"><span style=\"color: var(--awb-text-color); font-family: var(--awb-text-font-family); font-size: var(--awb-font-size); font-style: var(--awb-text-font-style); letter-spacing: var(--awb-letter-spacing); text-align: var(--awb-content-alignment); text-transform: var(--awb-text-transform); background-color: var(--awb-bg-color);\"><b style=\"color: var(--awb-color6);\">Turkish LLM Leaderboard Success<\/b><\/span><b style=\"color: var(--awb-color6);\">: <\/b>The fine-tuned model is now challenging the top-performing models on the Turkish LLM Leaderboard, marking a major leap in Turkish NLP capabilities.<\/p>\n<\/div><div class=\"fusion-text fusion-text-14 fusion-text-no-margin\" style=\"--awb-font-size:28px;--awb-text-transform:none;--awb-text-color:#033aa0;--awb-margin-bottom:50px;\"><p><strong>Next Steps<\/strong><\/p>\n<\/div><div class=\"fusion-text fusion-text-15 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-bottom:50px;\"><p>T\u00dcB\u0130TAK is continuing its work to refine and fine-tune the LLM, with a vision to create an even more sophisticated Turkish-language model that will push the boundaries of AI and NLP in T\u00fcrkiye.<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type download-btn\" style=\"--button_text_transform:uppercase;--button_margin-top:40px;\" target=\"_self\" href=\"#\" data-toggle=\"modal\" data-target=\".fusion-modal.IBL\"><i class=\"fa-arrow-down fas awb-button__icon awb-button__icon--default button-icon-left\" 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