Update resume

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 [+66-824277813][tel]\
 [jaron.dilok@gmail.com][mail]\
 [Jaronchai's LinkedIn][linkedin]\
-1771/1 Pattanakarn Road, Suan Luang, Bangkok 10250
 
 [tel]: tel:+66824277813
 [mail]: mailto:jaron.dilok@gmail.com
 [linkedin]: https://www.linkedin.com/in/jaronchai/
 
 ## Experience
 
+**IT System Engineer**, *[Information Biology Lab, Tohoku University](https://www.is.tohoku.ac.jp/en/)*\
+November 2024 – Present | Sendai, Japan
+
+- Engineered reliable server operations to support research activities.
+- Architected Backup Strategies, and implemented tape backup, ensuring data redundancy and integrity.
+- Optimized workflow automation, automated server tasks, and streamlined scheduling.
+
 **Data Engineer**, *[IBM](https://www.ibm.com/)*\
-June 2023 – Present | Bangkok, Thailand
+May 2024 – October 2024 | Bangkok, Thailand
+
+- Designed and implemented a vector database architecture using Milvus for a contact center optimization project.
+- Developed and deployed an API to serve vector search engine, significantly reducing manual search time by 65%.
+- Built a data pipeline to extract, transform, and manage vector embed loading for efficient semantic search.
+- Conducted semantic search optimization and fine-tuned Large Language Model (LLM) to enhance API performance.
 
-- Developed and deployed a domain-specific, fine-tuned customer service chatbot using Large Language Models (LLM) from extensive industry-specific data to optimize call center services for a leading bank in Thailand.
-- Successfully executed an enterprise-scale data migration project for the banking industry, leveraging a robust awk-based framework, resulting in minimal downtime and allowing the bank to serve customers more efficiently
-- Utilized advanced prompt engineering techniques to fine-tune an LLM model, elevating it to an advanced API for seamless information extraction and formatting. This transformation led to accelerated decision-making processes.
-- Demonstrated excellence by participating in the IBM WatsonX Challenge 2023, implementing a WatsonX Assistant, revolutionizing the customer service process, and contributing to enhanced service delivery.
+**Data Engineer Intern**, *[IBM](https://www.ibm.com/)*\
+June 2023 – November 2023 | Bangkok, Thailand
+
+- Developed a domain-specific, customer service chatbot using Large Language Models from industry-specific data.
+- Executed an enterprise-scale data migration project for the banking industry, leveraging an awk-based framework data migrating, resulting in minimal downtime and allowing the bank to serve customers with efficiency
+- Fine-tuned LLM models, elevating it to an advanced API for seamless information extraction and formatting.
+- Participated in the IBM WatsonX Challenge 2023, implementing WatsonX Assistant optimizing customer services.
 
 **Junior AI Researcher**, *[Thai-Nichi International College](http://tnic.tni.ac.th)*\
-Nov 2022 – April 2023 | Bangkok, Thailand
+November 2022 – April 2023 | Bangkok, Thailand
 
 - Designed and developed an image processing machine-learning iOS app within the [Data Science and AI Laboratory](https://research.tni.ac.th/).
-- Developed and fine-tuned various neural network models, resulting in a 20% increase in application accuracy.
+- Developed and fine-tuned CNN architecture, resulting in a more than 20% increase in application accuracy.
 - Seamlessly integrated Keras neural network models into the native iOS development environment using CoreML.
-- Conducted testing and simulation of various architectures within the application, enhancing model robustness.
 
 **Computer Laboratory Assistant**, *[Thai-Nichi International College](http://tnic.tni.ac.th)*\
-Mar 2022 – April 2023 | Bangkok, Thailand
+March 2022 – April 2023 | Bangkok, Thailand
 
 - Designed and executed hands-on IoT and Programming lab stations within the Digital Engineering Laboratory
 - Maintained the optimal functionality of laboratory stations, ensuring uninterrupted access for over 300 students.
-- Demonstrated subject matter expertise in IoT, offering comprehensive guidance and practical technology exposure.
+- Demonstrated subject matter expertise in IoT , offering comprehensive guidance and practical introduction.
 
 **Teaching Assistant**, *[Thai-Nichi International College](http://tnic.tni.ac.th)*\
-Nov 2021 – Mar 2022 | Bangkok, Thailand
+November 2021 – March 2022 | Bangkok, Thailand
 
 - Collaborated with the instructor to deliver course content effectively for the Engineering Mechanical Design course
-- Demonstrated proactive involvement by designing and administering assignments that encouraged active learning.
-- Orchestrated the operation of the lab's 3D printer, optimizing its utilization and providing technical assistance.
+- Designed supplementary course assignments and tutorials and orchestrated the operation of 3D printing.
 
 ## Education
 
+**Graduate School of Information Science**, *[Tohoku University](https://www.is.tohoku.ac.jp/en/)*\
+October 2024 – present
+
+- MEXT Scholarship (Monbukagakusho Scholarship) grantee, full scholarship from the Japanese government
+
 **Digital Engineering (B.Eng.)**, *[Thai-Nichi International College](http://tnic.tni.ac.th)*\
-Jul 2020 – Mar 2024 | GPA: 3.95/4.0
+July 2020 – March 2024 | GPA: 3.95/4.0
 
+- **Medal of Academic Excellence** In recognition of outstanding academic performance, highest GPA in the program
 - First-ranked student in the program and full scholarship holder (covering 100% of tuition fees)
-- International Student Council (ISC) active contribution and demonstrated leadership through volunteer work
-- Department Representative, impactful community outreach initiatives in collaboration with professors and faculty.
-- An active participating member of the [Sakura Science Club](https://ssp.jst.go.jp/sns/top.html) of the Japan Science and Technology Institute.
+- International Student Council (ISC) and Department Representative - active demonstration of leadership
+- An active participating member of the Sakura Science Club of the Japan Science and Technology Institute.
 
 ## Awards
 
+**MEXT Scholarship (Monbukagakusho Scholarship)**\
+Full scholarship from the Japanese government
+
 **Certificate of Academic Excellence in 2020 and 2021**\
 Issued by *Thai-Nichi International College*, Year 2020 and 2021\
 In recognition of outstanding academic performance, achieving the highest GPA in the program.
-
-## Certificates
-
-- [IBM Applied AI Professional](https://coursera.org/share/3ec1d8ffc56eaae37019ea6070b4e0b0) (IBM)
-- [Data Analyst Career Track](https://www.datacamp.com/statement-of-accomplishment/track/9a063c347ba80fc5dc65390b97ff920e317e82d7) (Datacamp)
-- [Machine Learning Fundamental Skill Track](https://www.datacamp.com/statement-of-accomplishment/track/562deaa85acf69626d43063aa429c3db5c11ba38) (Datacamp)
-- [Natural Language Processing Skill Track](https://www.datacamp.com/statement-of-accomplishment/track/3b1556e979d1e7321fc916eed3d7278eeee8c275) (Datacamp)
-- [Operate and Manage Cloud Servers](https://drive.google.com/file/d/1SE47v5Cfa_oATcQnMbt2QiiqRwESxRQO/view?usp=sharing) (Alibaba Cloud)
-- [Python Skill Verification Test](https://www.hackerrank.com/certificates/ff38330cca41) (HackerRank)
-- [IELTS](https://drive.google.com/file/d/1uspRw_ta0C4L3F3NheQ6QnZNQq8N7pQT/view) (Overall 7.5)
-
-Download the resume [here]({{site.baseurl}}/assets/documents/Jaronchai_cv.pdf)!