GENIus Information Technology

GENIus Information Technology "GENIus" reflecting our commitment to exceptional intelligence, creativity, and skill. Let's turn your tech dreams into reality!

Let's collaborate, innovate, and elevate together.๐Ÿ’ก๐Ÿ’ป ๐Ÿš€๐Ÿ”ง

โœจ NGYAN HUB E-commerce Platform แ€…แ€แ€„แ€บแ€–แ€ฝแ€„แ€ทแ€บแ€œแ€พแ€…แ€บแ€แ€ผแ€„แ€บแ€ธ แ€กแ€แ€™แ€บแ€ธแ€กแ€”แ€ฌแ€ธ โœจAhPhyay แ€กแ€–แ€ฝแ€ฒแ€ทแ€กแ€…แ€Šแ€บแ€ธแ€กแ€แ€ฝแ€€แ€บ GENIus แ€™แ€พ แ€‚แ€ฏแ€แ€บแ€šแ€ฐแ€…แ€ฝแ€ฌ แ€–แ€ผแ€„แ€ทแ€บ แ€–แ€”แ€บแ€แ€ฎแ€ธแ€‘แ€ฌ...
26/11/2025

โœจ NGYAN HUB E-commerce Platform แ€…แ€แ€„แ€บแ€–แ€ฝแ€„แ€ทแ€บแ€œแ€พแ€…แ€บแ€แ€ผแ€„แ€บแ€ธ แ€กแ€แ€™แ€บแ€ธแ€กแ€”แ€ฌแ€ธ โœจ
AhPhyay แ€กแ€–แ€ฝแ€ฒแ€ทแ€กแ€…แ€Šแ€บแ€ธแ€กแ€แ€ฝแ€€แ€บ GENIus แ€™แ€พ แ€‚แ€ฏแ€แ€บแ€šแ€ฐแ€…แ€ฝแ€ฌ แ€–แ€ผแ€„แ€ทแ€บ แ€–แ€”แ€บแ€แ€ฎแ€ธแ€‘แ€ฌแ€ธแ€•แ€ซแ€žแ€Šแ€บแ‹

แ‚แ€แ‚แ… แ€แ€ฏแ€”แ€พแ€…แ€บแŠ แ€”แ€ญแ€ฏแ€แ€„แ€บแ€˜แ€ฌแ€œ แแ‚ แ€›แ€€แ€บแ€”แ€ฑแ€ทแ€แ€ฝแ€„แ€บ GENIus แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€™แ€พ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแแ€กแ€–แ€ฝแ€ฒแ€ทแ€žแ€Šแ€บ The Moon Gallery Cafรฉ & Bistro แŒ แ€€แ€ปแ€„แ€บแ€ธแ€•แ€•แ€ผแ€ฏแ€œแ€ฏแ€•แ€บแ€žแ€ฑแ€ฌ AhPhay Organization โ€‹แ NGYAN HUB E-commerce แ€แ€€แ€บแ€˜แ€บแ€†แ€ญแ€ฏแ€’แ€บ แ€…แ€แ€„แ€บแ€–แ€ฝแ€„แ€ทแ€บแ€œแ€พแ€…แ€บแ€แ€ผแ€„แ€บแ€ธ แ€กแ€แ€™แ€บแ€ธแ€กแ€”แ€ฌแ€ธแ€แ€ฝแ€„แ€บ แ€•แ€ซแ€แ€„แ€บแ€แ€ฝแ€„แ€ทแ€บแ€›แ€›แ€พแ€ญแ€แ€ฒแ€ทแ€•แ€ซแ€žแ€Šแ€บแ‹

แ€กแ€†แ€ญแ€ฏแ€•แ€ซ แ€กแ€แ€™แ€บแ€ธแ€กแ€”แ€ฌแ€ธแ€แ€ฝแ€„แ€บ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแ CTO & Co-Founder แ€–แ€ผแ€…แ€บแ€žแ€ฐ แ€€แ€ญแ€ฏแ€€แ€ปแ€ฑแ€ฌแ€บแ€…แ€ญแ€ฏแ€ธแ€‘แ€ฝแ€”แ€บแ€ธแ€€ แ€•แ€œแ€€แ€บแ€–แ€ฑแ€ฌแ€„แ€บแ€ธแ แ€›แ€Šแ€บแ€›แ€ฝแ€šแ€บแ€แ€ปแ€€แ€บแ€”แ€พแ€„แ€ทแ€บ แ€•แ€แ€บแ€žแ€€แ€บแ แ€กแ€™แ€ผแ€„แ€บแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€™แ€ปแ€พแ€แ€ฑแ€แ€ฒแ€ทแ€•แ€ซแ€žแ€Šแ€บแ‹ แŽแ€„แ€บแ€ธแ€•แ€œแ€€แ€บแ€–แ€ฑแ€ฌแ€„แ€บแ€ธแ€žแ€Šแ€บ แ€กแ€™แ€ปแ€ญแ€ฏแ€ธแ€žแ€™แ€ฎแ€ธ แ€œแ€€แ€บแ€™แ€พแ€ฏแ€•แ€Šแ€ฌแ€›แ€พแ€„แ€บแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€™แ€ผแ€พแ€„แ€ทแ€บแ€แ€„แ€บแ€•แ€ฑแ€ธแ€›แ€”แ€บแ€”แ€พแ€„แ€ทแ€บ แ€…แ€ฝแ€™แ€บแ€ธแ€†แ€ฑแ€ฌแ€„แ€บแ€›แ€Šแ€บแ€•แ€ฑแ€ธแ€›แ€”แ€บแŠ แ€œแ€พแ€•แ€žแ€ฑแ€ฌ แ€•แ€ผแ€Šแ€บแ€แ€ฝแ€„แ€บแ€ธแ€‘แ€ฏแ€แ€บแ€€แ€ฏแ€”แ€บแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€•แ€ผแ€žแ€›แ€”แ€บแ€”แ€พแ€„แ€ทแ€บ แ€’แ€ฑแ€žแ€แ€ถ แ€กแ€”แ€ฏแ€•แ€Šแ€ฌ แ€…แ€ฝแ€™แ€บแ€ธแ€›แ€Šแ€บแ€›แ€พแ€„แ€บแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€•แ€ญแ€ฏแ€™แ€ญแ€ฏแ€€แ€ปแ€šแ€บแ€•แ€ผแ€”แ€ทแ€บแ€žแ€ฑแ€ฌ แ€’แ€…แ€บแ€‚แ€ปแ€…แ€บแ€แ€šแ€บ แ€…แ€ฎแ€ธแ€•แ€ฝแ€ฌแ€ธแ€›แ€ฑแ€ธแ€œแ€ฑแ€ฌแ€€แ€”แ€พแ€„แ€ทแ€บ แ€แ€ปแ€ญแ€แ€บแ€†แ€€แ€บแ€•แ€ฑแ€ธแ€›แ€”แ€บ แ€–แ€”แ€บแ€แ€ฎแ€ธแ€‘แ€ฌแ€ธแ€žแ€Šแ€ทแ€บ แ€’แ€…แ€บแ€‚แ€ปแ€…แ€บแ€แ€šแ€บ แ€”แ€ฑแ€›แ€ฌแ€แ€…แ€บแ€แ€ฏ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹

NGYAN แ€žแ€Šแ€บ E-commerce แ€•แ€œแ€€แ€บแ€–แ€ฑแ€ฌแ€„แ€บแ€ธแ€žแ€€แ€บแ€žแ€€แ€บแ€™แ€ปแ€พแ€žแ€ฌแ€™แ€€แ€˜แ€ฒโ€” แŽแ€„แ€บแ€ธแ€žแ€Šแ€บ แ€แ€ฎแ€‘แ€ฝแ€„แ€บแ€–แ€”แ€บแ€แ€ฎแ€ธแ€™แ€พแ€ฏแŠ แ€šแ€‰แ€บแ€€แ€ปแ€ฑแ€ธแ€™แ€พแ€ฏแ€กแ€™แ€ฝแ€ฑแ€กแ€”แ€พแ€…แ€บแ€”แ€พแ€„แ€ทแ€บ แ€กแ€™แ€ปแ€ญแ€ฏแ€ธแ€žแ€™แ€ฎแ€ธ แ€ฆแ€ธแ€†แ€ฑแ€ฌแ€„แ€บแ€žแ€ฑแ€ฌ แ€…แ€ฝแ€”แ€ทแ€บแ€ฆแ€ธแ€แ€ฎแ€‘แ€ฝแ€„แ€บแ€™แ€พแ€ฏแ€แ€ญแ€ฏแ€ทแ€€แ€ญแ€ฏ แ€‚แ€ฏแ€แ€บแ€•แ€ผแ€ฏแ€แ€ผแ€„แ€บแ€ธ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹ แ€กแ€›แ€Šแ€บแ€กแ€žแ€ฝแ€ฑแ€ธแ€–แ€ผแ€„แ€ทแ€บ แ€’แ€ฑแ€žแ€แ€ถแ€กแ€žแ€ญแ€ฏแ€€แ€บแ€กแ€แ€”แ€บแ€ธแŠ แ€กแ€”แ€ฏแ€•แ€Šแ€ฌแ€œแ€€แ€บแ€›แ€ฌแ€–แ€ผแ€„แ€ทแ€บ แ€กแ€แ€ฝแ€„แ€ทแ€บแ€กแ€œแ€™แ€บแ€ธแ€แ€ญแ€ฏแ€ท แ€†แ€ฏแ€ถแ€†แ€Šแ€บแ€ธแ€›แ€ฌ แ€”แ€ฑแ€›แ€ฌแ€œแ€Šแ€บแ€ธ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹

แ€•แ€›แ€ฑแ€ฌแ€‚แ€ปแ€€แ€บ แ€กแ€…แ€™แ€พ แ€กแ€†แ€ฏแ€ถแ€ธแ€‘แ€ญ แ€•แ€ถแ€ทแ€•แ€ญแ€ฏแ€ธแ€€แ€ฐแ€Šแ€ฎแ€•แ€ฑแ€ธแ€แ€ฒแ€ทแ€žแ€ฑแ€ฌ AhPhyay แ€กแ€–แ€ฝแ€ฒแ€ทแ€กแ€…แ€Šแ€บแ€ธแ€”แ€พแ€„แ€ทแ€บ แ€•แ€ซแ€แ€„แ€บแ€•แ€แ€บแ€žแ€€แ€บแ€žแ€ฐ แ€กแ€ฌแ€ธแ€œแ€ฏแ€ถแ€ธแ€€แ€ญแ€ฏ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแ แ€…แ€ญแ€แ€บแ€›แ€„แ€บแ€ธแ€™แ€พแ€”แ€บแ€–แ€ผแ€„แ€ทแ€บ แ€€แ€ปแ€ฑแ€ธแ€‡แ€ฐแ€ธแ€แ€„แ€บแ€›แ€พแ€ญแ€•แ€ซแ€€แ€ผแ€ฑแ€ฌแ€„แ€บแ€ธ แ€–แ€ฑแ€ฌแ€บแ€•แ€ผแ€œแ€ญแ€ฏแ€•แ€ซแ€žแ€Šแ€บแ‹ แ€กแ€ฌแ€ธแ€œแ€ฏแ€ถแ€ธแ แ€•แ€ฐแ€ธแ€•แ€ฑแ€ซแ€„แ€บแ€ธแ€†แ€ฑแ€ฌแ€„แ€บแ€›แ€ฝแ€€แ€บแ€™แ€พแ€ฏแ€”แ€พแ€„แ€ทแ€บ แ€šแ€ฏแ€ถแ€€แ€ผแ€Šแ€บแ€™แ€พแ€ฏแ€€แ€ผแ€ฑแ€ฌแ€„แ€ทแ€บ แ€คแ€•แ€›แ€ฑแ€ฌแ€‚แ€ปแ€€แ€บแ€€แ€ญแ€ฏ แ€กแ€ฑแ€ฌแ€„แ€บแ€™แ€ผแ€„แ€บแ€…แ€ฝแ€ฌ แ€™แ€ญแ€แ€บแ€†แ€€แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€แ€ฒแ€ทแ€แ€ผแ€„แ€บแ€ธแ€–แ€ผแ€…แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹ ๐Ÿ™

โœจ Soft Opening of the NGYAN HUB Ecommerce Platform โœจ
Proudly Developed by GENIus Technology for AhPhyay Organization

On 12th November 2025, our team from GENIus Technology had the pleasure of participating in the Soft Opening Ceremony of the NGYAN HUB Ecommerce Website at The Moon Gallery Cafรฉ & Bistro.

During the event, our CTO & Co-Founder Kyaw Soe Tun shared insights about the platformโ€™s vision โ€” a digital space created to uplift and empower women artisans, showcase beautifully crafted local products, and connect community talent to the wider digital economy.

NGYAN is more than just an ecommerce platform โ€”
it is a celebration of creativity, cultural heritage, and women-led entrepreneurship.
A place where community meets quality and craftsmanship meets opportunity.

We would like to express our sincere thanks to AhPhyay Organization and to everyone who supported this project from the beginning.
Your collaboration and trust made this achievement possible. ๐Ÿ™

At GENIus Technology, we remain committed to building impactful digital solutions that empower communities and create meaningful opportunities.

Letโ€™s continue this journey together. ๐Ÿ’›

๐€๐›๐จ๐ฎ๐ญ ๐†๐„๐๐ˆ๐ฎ๐ฌOriginally known as ๐†๐„๐๐ˆ, derived from the Swedish word for "genius," our company has evolved into ๐†๐„๐๐ˆ๐ฎ๐ฌ. T...
23/10/2024

๐€๐›๐จ๐ฎ๐ญ ๐†๐„๐๐ˆ๐ฎ๐ฌ

Originally known as ๐†๐„๐๐ˆ, derived from the Swedish word for "genius," our company has evolved into ๐†๐„๐๐ˆ๐ฎ๐ฌ. This transformation reflects our commitment to innovation and collaborationโ€”the "๐ฎ๐ฌ" factorโ€”in delivering expert software development solutions.

The term "genius" embodies exceptional intelligence, creativity, and skill. At ๐†๐„๐๐ˆ๐ฎ๐ฌ, we strive to reflect these qualities by consistently providing cutting-edge technology and exceptional service to our clients. Our evolution from GENI to GENIus highlights the collaborative approach we take in partnering with our clients and stakeholders.

In addition to software development, we are deeply involved in ๐‘๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก ๐ญ๐จ ๐Œ๐š๐ซ๐ค๐ž๐ญ activities, bridging the gap between innovative research and practical, market-ready solutions. We also offer specialized ๐ญ๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐š๐ง๐ ๐œ๐จ๐ง๐ฌ๐ฎ๐ฅ๐ญ๐š๐ง๐œ๐ฒ ๐ฌ๐ž๐ซ๐ฏ๐ข๐œ๐ž๐ฌ, empowering organizations to leverage the latest technologies and best practices in their industries.

Furthermore, ๐†๐„๐๐ˆ๐ฎ๐ฌ is ready to collaborate with both ๐ฅ๐จ๐œ๐š๐ฅ ๐š๐ง๐ ๐ข๐ง๐ญ๐ž๐ซ๐ง๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐ฉ๐š๐ซ๐ญ๐ง๐ž๐ซ๐ฌ, expanding the reach and impact of our innovations across various sectors. We also work closely with companies within our group to align our solutions with their specialized focus areas, ensuring comprehensive and tailored services across diverse industries.

Understanding Trustworthy Machine Learning: Key InsightsIn todayโ€™s world, machine learning models are powering innovatio...
21/10/2024

Understanding Trustworthy Machine Learning: Key Insights

In todayโ€™s world, machine learning models are powering innovations, but ensuring their trustworthiness is critical. The book Trustworthy Machine Learning by Mucsรกnyi et al. delves into core aspects like OOD (Out-Of-Distribution) generalization, explainability, and uncertainty estimation. These ensure models work well even in unfamiliar situations, explain their decisions, and know when theyโ€™re unsure. The book helps readers gain both theoretical and practical knowledge to build reliable AI systems, emphasizing fair and transparent model behavior.

For those in AI research, this is a must-read!
URL: https://trustworthyml.io/

๐ŸŒŸ ๐–๐žโ€™๐ซ๐ž ๐๐š๐œ๐ค ๐š๐ง๐ ๐“๐ก๐ซ๐ข๐ฏ๐ข๐ง๐ ! ๐‚๐š๐ฅ๐ฅ ๐”๐ฌ ๐†๐„๐๐ˆ๐ฎ๐ฌ! ๐ŸŒŸAlthough our company name is still officially ๐†๐„๐๐ˆ ๐ˆ๐ง๐Ÿ๐จ๐ซ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ฒ, w...
19/10/2024

๐ŸŒŸ ๐–๐žโ€™๐ซ๐ž ๐๐š๐œ๐ค ๐š๐ง๐ ๐“๐ก๐ซ๐ข๐ฏ๐ข๐ง๐ ! ๐‚๐š๐ฅ๐ฅ ๐”๐ฌ ๐†๐„๐๐ˆ๐ฎ๐ฌ! ๐ŸŒŸ

Although our company name is still officially ๐†๐„๐๐ˆ ๐ˆ๐ง๐Ÿ๐จ๐ซ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ฒ, weโ€™re embracing a fresh new identity! From now on, we want you to call us ๐†๐„๐๐ˆ๐ฎ๐ฌ โ€” reflecting our innovative approach and collaborative spirit.

๐Ÿ”น ๐–๐ก๐ฒ ๐†๐„๐๐ˆ๐ฎ๐ฌ?: Itโ€™s about ๐”๐’ โ€” the partnerships we build, the clients we serve, and the team driving groundbreaking tech solutions forward.

๐Ÿ”ธ ๐’๐š๐ฆ๐ž ๐„๐ฑ๐œ๐ž๐ฅ๐ฅ๐ž๐ง๐œ๐ž, ๐๐ž๐ฐ ๐•๐ข๐ฌ๐ข๐จ๐ง: Expect the same high-quality service with a renewed focus on innovation, teamwork, and future-forward solutions.

Thank you for being part of our journey! Stay tuned for more exciting updates as we continue to grow together. ๐Ÿš€๐Ÿ’ก

#๐†๐„๐๐ˆ๐ฎ๐ฌ๐“๐ž๐œ๐ก #๐๐ž๐ฐ๐ˆ๐๐ž๐ง๐ญ๐ข๐ญ๐ฒ #๐ˆ๐ง๐ง๐จ๐ฏ๐š๐ญ๐ข๐จ๐ง #๐๐š๐œ๐ค๐“๐จ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ

๐Ÿš€ Exciting News! ๐ŸŒŸWe're thrilled to announce the launch of our latest project: the Crop Growing Guide with Retrieval-Aug...
16/06/2024

๐Ÿš€ Exciting News! ๐ŸŒŸ

We're thrilled to announce the launch of our latest project: the Crop Growing Guide with Retrieval-Augmented Generation! This innovative application is designed for educational purposes, helping you understand various aspects of crop growing and related technologies through the use of advanced transformer models and context-aware techniques.

๐Ÿ‘จโ€๐Ÿ”ฌ About the Project:
The GENI Information Technology research team is dedicated to advancing the field of artificial intelligence through the development and application of transformer models and context-aware systems. Our goal is to create educational tools that demonstrate the practical uses of these technologies in various domains, including agriculture.

๐Ÿ” Features:

Interactive demos showcasing the capabilities of transformer models.
Context-aware systems providing accurate and relevant crop growing guides.
Learning resources and examples for understanding AI technologies.
๐Ÿ“ฅ Download the code and explore the project on GitHub: https://github.com/GENI-Technology/demorag

๐Ÿ’ป Try out the live demo at: https://demorag.streamlit.app/

๐Ÿ”” Stay tuned for more updates and innovations from the GENI Information Technology research team. Together, let's explore the future of AI in agriculture!

GENI Kid Programming Courseแ€™แ€ญแ€™แ€ญแ€›แ€„แ€บแ€žแ€ฝแ€ฑแ€ธแ€›แ€ฒแ€ท แ€€แ€ฑแ€ฌแ€„แ€บแ€ธแ€™แ€ฝแ€”แ€บแ€แ€ฒแ€ท แ€กแ€”แ€ฌแ€‚แ€แ€บแ€€แ€ญแ€ฏ แ€”แ€ฑแ€ทแ€…แ€ฅแ€บแ€”แ€ฒแ€ทแ€กแ€™แ€ปแ€พ แ€›แ€พแ€ฌแ€–แ€ฝแ€ฑแ€”แ€ฑแ€žแ€ฑแ€ฌ แ€™แ€ญแ€แ€„แ€บ แ€–แ€แ€„แ€บแ€แ€ญแ€ฏแ€ท แ€แ€„แ€บแ€—แ€ปแ€ฌ..Geni ...
11/06/2024

GENI Kid Programming Course

แ€™แ€ญแ€™แ€ญแ€›แ€„แ€บแ€žแ€ฝแ€ฑแ€ธแ€›แ€ฒแ€ท แ€€แ€ฑแ€ฌแ€„แ€บแ€ธแ€™แ€ฝแ€”แ€บแ€แ€ฒแ€ท แ€กแ€”แ€ฌแ€‚แ€แ€บแ€€แ€ญแ€ฏ แ€”แ€ฑแ€ทแ€…แ€ฅแ€บแ€”แ€ฒแ€ทแ€กแ€™แ€ปแ€พ แ€›แ€พแ€ฌแ€–แ€ฝแ€ฑแ€”แ€ฑแ€žแ€ฑแ€ฌ แ€™แ€ญแ€แ€„แ€บ แ€–แ€แ€„แ€บแ€แ€ญแ€ฏแ€ท แ€แ€„แ€บแ€—แ€ปแ€ฌ..

Geni Technology แ€”แ€พแ€„แ€บแ€ท Dr. Ei Ei (Ph.D., Chulalongkorn University, Thailand), Postdoctoral Researcher, Chulalongkorn University, Research and Development Lead, Geni Technology แ€แ€ญแ€ฏแ€ท แ€•แ€ฐแ€ธแ€•แ€ฑแ€ซแ€„แ€บแ€ธแ€–แ€ฝแ€„แ€บแ€ทแ€œแ€พแ€…แ€บแ€™แ€Šแ€บแ€ท GENI Kid Programming Course แ€Ÿแ€ฌ แ€žแ€„แ€บแ€ทแ€›แ€„แ€บแ€žแ€ฝแ€ฑแ€ธแ€กแ€แ€ฝแ€€แ€บ แ€€แ€ฑแ€ฌแ€„แ€บแ€ธแ€™แ€ฝแ€”แ€บแ€แ€ฒแ€ท แ€กแ€”แ€ฌแ€‚แ€แ€บ แ€–แ€ฑแ€ฌแ€บแ€†แ€ฑแ€ฌแ€„แ€บแ€›แ€ฌแ€™แ€พแ€ฌ แ€กแ€‘แ€ฑแ€ฌแ€€แ€บแ€กแ€€แ€ฐแ€•แ€ฑแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€™แ€šแ€บ แ€†แ€ญแ€ฏแ€แ€ฌ แ€žแ€ฑแ€แ€ปแ€ฌแ€•แ€ซแ€แ€šแ€บ แ€แ€„แ€บแ€—แ€ปแ€ฌแ‹

แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€”แ€ฒแ€ทแ€•แ€€แ€บแ€žแ€€แ€บแ€แ€ฒแ€ท แ€กแ€แ€ปแ€€แ€บแ€กแ€œแ€€แ€บแ€™แ€ปแ€ฌแ€ธแ€”แ€พแ€„แ€บแ€ท แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€กแ€•แ€บแ€›แ€”แ€บ registration link แ€€แ€ญแ€ฏ แ€žแ€ฑแ€แ€ปแ€ฌแ€…แ€ฝแ€ฌแ€›แ€ฑแ€ธแ€žแ€ฌแ€ธแ€–แ€ฑแ€ฌแ€บแ€•แ€ผแ€•แ€ฑแ€ธแ€‘แ€ฌแ€ธแ€œแ€ญแ€ฏแ€ท แ€†แ€€แ€บแ€œแ€€แ€บแ€–แ€แ€บแ€›แ€พแ€ฏแ€•แ€ฑแ€ธแ€•แ€ซ แ€แ€„แ€บแ€—แ€ปแ€ฌแ‹

แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€€แ€ผแ€ฑแ€ธ แ€กแ€แ€€แ€บแ€กแ€แ€ฒ แ€›แ€พแ€ญแ€แ€ฒแ€ท แ€€แ€œแ€ฑแ€ธแ€™แ€ปแ€ฌแ€ธ แ€กแ€แ€ฝแ€€แ€บแ€œแ€ฒ Scholarship Program แ€›แ€พแ€ญแ€•แ€ซแ€แ€šแ€บ แ€แ€„แ€บแ€—แ€ปแ€ฌแ‹

แ€€แ€œแ€ฑแ€ธ แ€กแ€žแ€€แ€บ แ‡ แ€”แ€พแ€…แ€บแ€€ แ€…แ€•แ€ผแ€ฎแ€ธ แ€žแ€„แ€บแ€แ€”แ€บแ€ธ แ€แ€€แ€บแ€›แ€”แ€บ แ€žแ€„แ€ทแ€บแ€แ€ฑแ€ฌแ€บแ€•แ€ซแ€แ€šแ€บแ‹

Tentative Schedule แ€แ€ฝแ€ฑแ€€ แ€แ€ฑแ€ฌแ€ท Course 1 แ€กแ€แ€ฝแ€€แ€บแ€•แ€ซแ‹ แ€แ€…แ€บแ€แ€ผแ€ฌแ€ธ แ€กแ€แ€”แ€บแ€ธแ€แ€ฝแ€ฑ แ€กแ€แ€ฝแ€€แ€บแ€œแ€ฒ แ€กแ€แ€ปแ€ญแ€”แ€บ แ€‡แ€šแ€ฌแ€ธ แ€œแ€ฑแ€ธแ€‘แ€•แ€บ แ€€แ€ผแ€ฑแ€„แ€ผแ€ฌแ€•แ€ฑแ€ธแ€žแ€ฝแ€ฌแ€ธแ€•แ€ซแ€™แ€šแ€บแ‹
----------------------------------------------------------------------------------------------------------------------
1. US Region
Monday & Tuesday 7:30 - 8:30 PM
(MM Time Tuesday & Wednesday 7:00 - 8:00 AM )

2. EU Region
Thursday & Friday 5:30 - 6:30 PM
(MM Time Thursday & Friday 10:00 - 11:00 PM)

3. Asia Region
Thursday & Friday MM Time 7:00 - 8:00 PM
----------------------------------------------------------------------------------------------------------------------

แ€–แ€ฑแ€–แ€ฑแŠ แ€™แ€ฑแ€™แ€ฑแ€แ€ญแ€ฏแ€ทแ€›แ€ฑ แ€žแ€„แ€บแ€แ€ญแ€ฏแ€ทแ€›แ€ฒแ€ท แ€กแ€–แ€ญแ€ฏแ€ธแ€แ€”แ€บแ€œแ€พแ€แ€ฒแ€ท แ€›แ€„แ€บแ€žแ€ฝแ€ฑแ€ธแ€„แ€šแ€บแ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€€แ€ปแ€ฑแ€ฌแ€„แ€บแ€ธแ€…แ€ฌแ€แ€ฝแ€ฑแŠ English แ€…แ€ฌ 4 Skills แ€แ€ฝแ€ฑ Advanced Mathematics แ€แ€ฝแ€ฑ แ€กแ€…แ€›แ€พแ€ญแ€แ€ฒแ€ท แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€แ€ฝแ€ฑ แ€แ€€แ€บแ€แ€ญแ€ฏแ€„แ€บแ€ธแ€›แ€ฏแ€ถแ€”แ€ฒแ€ท แ€œแ€ฏแ€ถแ€œแ€ฑแ€ฌแ€€แ€บแ€•แ€ผแ€ฎแ€‘แ€„แ€บแ€”แ€ฑแ€•แ€ซแ€žแ€œแ€ฌแ€ธ???
แ€แ€ฑแ€แ€บแ€™แ€พแ€ฎแ€แ€ญแ€ฏแ€ธแ€แ€€แ€บแ€•แ€ผแ€ฑแ€ฌแ€„แ€บแ€ธแ€œแ€ฒแ€œแ€ฌแ€แ€ฒแ€ท แ€šแ€”แ€ฑแ€ท แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€แ€ฑแ€แ€บแ€€แ€ผแ€ฎแ€ธแ€™แ€พแ€ฌ แ€€แ€œแ€ฑแ€ธแ€„แ€šแ€บโ€Œแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ Computer Science แ€œแ€ญแ€ฏแ€ทแ€แ€ฑแ€ซแ€บแ€แ€ฒแ€ท แ€€แ€ฝแ€”แ€บแ€•แ€ปแ€ฐแ€แ€ฌแ€žแ€ญแ€•แ€นแ€•แ€ถแ€˜แ€ฌแ€žแ€ฌแ€›แ€•แ€บแ€™แ€ปแ€ฌแ€ธแ€”แ€ฒแ€ท แ€„แ€šแ€บแ€…แ€‰แ€บแ€€แ€‘แ€ฒแ€€ แ€‘แ€ญแ€แ€ฝแ€ฑแ€ทแ€™แ€พแ€ฏแ€›แ€พแ€ญแ€กแ€ฑแ€ฌแ€„แ€บแŠ แ€€แ€ฑแ€ฌแ€„แ€บแ€ธแ€™แ€ฝแ€”แ€บแ€แ€ฒแ€ทแ€”แ€Šแ€บแ€ธแ€œแ€™แ€บแ€ธแ€”แ€ฒแ€ท แ€กแ€žแ€ฏแ€ถแ€ธแ€แ€ปแ€แ€แ€บแ€กแ€ฑแ€ฌแ€„แ€บ แ€•แ€ผแ€ฏแ€…แ€ฏแ€•แ€ปแ€ญแ€ฏแ€ธแ€‘แ€ฑแ€ฌแ€„แ€บแ€•แ€ฑแ€ธแ€–แ€ญแ€ฏแ€ทแ€€ แ€™แ€ญแ€˜แ€แ€ญแ€ฏแ€ทแ€›แ€ฒแ€ท แ€แ€ฌแ€แ€”แ€บแ€แ€›แ€•แ€บแ€–แ€ผแ€…แ€บแ€œแ€ฌแ€•แ€ซแ€•แ€ผแ€ฎแ‹

แ€žแ€„แ€บแ€ทแ€€แ€œแ€ฑแ€ธแ€Ÿแ€ฌ แ€‚แ€ญแ€™แ€บแ€ธแ€แ€ฝแ€ฑแŠ แ€–แ€ฑแ€ทแ€…แ€บแ€˜แ€ฝแ€แ€บ แ€แ€ฝแ€ฑแ€”แ€ฒแ€ทแ€•แ€ฒ แ€กแ€แ€ปแ€ญแ€”แ€บแ€€แ€ฏแ€”แ€บแ€แ€ฌ แ€™แ€ปแ€ฌแ€ธแ€”แ€ฑแ€œแ€ฌแ€ธ???
แ€šแ€แ€ฏแ€แ€ฑแ€แ€บแ€€แ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€Ÿแ€ฌ แ€–แ€ฏแ€”แ€บแ€ธแ€แ€ฝแ€ฑ แ€กแ€„แ€บแ€แ€ฌแ€”แ€€แ€บแ€แ€ฝแ€ฑ แ€Ÿแ€ฌ แ€œแ€€แ€บแ€แ€€แ€™แ€บแ€ธแ€™แ€พแ€ฌแ€•แ€ฒ แ€œแ€ฝแ€šแ€บแ€œแ€ฝแ€šแ€บแ€€แ€ฐแ€€แ€ฐแ€›แ€”แ€ญแ€ฏแ€„แ€บแ€แ€ฒแ€ท แ€กแ€แ€ฝแ€€แ€บ แ€‚แ€ญแ€™แ€บแ€ธแ€€แ€…แ€ฌแ€ธแ€แ€ผแ€„แ€บแ€ธ Facebook แ€œแ€ญแ€ฏแ€ทแ€แ€ฑแ€ซแ€บแ€แ€ฒแ€ท Social Media แ€แ€ฝแ€ฑแ€กแ€œแ€ฝแ€”แ€บแ€กแ€™แ€„แ€บแ€ธแ€žแ€ฏแ€ถแ€ธแ€…แ€ฝแ€ฒแ€”แ€ฑแ€€แ€ผแ€•แ€ซแ€แ€šแ€บแ‹ แ€€แ€œแ€ฑแ€ธแ€กแ€™แ€ปแ€ฌแ€ธแ€…แ€ฏแ€€แ€แ€ฑแ€ฌแ€ท แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€กแ€€แ€ปแ€ญแ€ฏแ€ธแ€›แ€พแ€ญแ€…แ€ฝแ€ฌ แ€กแ€žแ€ฏแ€ถแ€ธแ€™แ€แ€ปแ€•แ€ฒ แ€กแ€•แ€ปแ€ฑแ€ฌแ€บแ€กแ€•แ€ซแ€ธแ€กแ€แ€ฝแ€€แ€บ แ€œแ€ฝแ€ฒแ€™แ€พแ€ฌแ€ธแ€…แ€ฝแ€ฌ แ€กแ€žแ€ฏแ€ถแ€ธแ€•แ€ผแ€”แ€ฑแ€แ€ผแ€„แ€บแ€ธแ€€แ€ผแ€ฑแ€ฌแ€„แ€บแ€ท แ€‚แ€ญแ€™แ€บแ€ธแ€…แ€ฝแ€ฒแ€แ€ผแ€„แ€บแ€ธแŠ Facebook แ€™แ€ปแ€ฌแ€ธ แ€กแ€œแ€ฝแ€”แ€บแ€กแ€™แ€„แ€บแ€ธแ€žแ€ฏแ€ถแ€ธแ€…แ€ฝแ€ฒแ€แ€ผแ€„แ€บแ€ธ แ€…แ€žแ€Šแ€บแ€ทแ€†แ€ญแ€ฏแ€ธแ€€แ€ปแ€ญแ€ฏแ€ธแ€™แ€ปแ€ฌแ€ธ แ€›แ€›แ€พแ€ญแ€œแ€ฌแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹
แ€™แ€ญแ€˜แ€™แ€ปแ€ฌแ€ธแ€กแ€”แ€ฑแ€”แ€ฒแ€ท แ€žแ€ฌแ€ธแ€žแ€™แ€ฎแ€ธแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€กแ€€แ€ปแ€ญแ€ฏแ€ธแ€›แ€พแ€ญแ€›แ€พแ€ญแ€žแ€ฏแ€ถแ€ธแ€แ€แ€บแ€œแ€ฌแ€กแ€ฑแ€ฌแ€„แ€บ แ€œแ€™แ€บแ€ธแ€•แ€ผแ€•แ€ฑแ€ธแ€›แ€™แ€พแ€ฌ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€แ€šแ€บแ‹
โ€ข แ€‚แ€ญแ€™แ€บแ€ธแ€€แ€…แ€ฌแ€ธแ€›แ€แ€ฌ แ€กแ€›แ€™แ€บแ€ธแ€€แ€ผแ€ญแ€ฏแ€€แ€บแ€แ€ฒแ€ท แ€€แ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€€แ€ญแ€ฏแ€šแ€บแ€€แ€ญแ€ฏแ€šแ€บแ€แ€ญแ€ฏแ€„แ€บ แ€‚แ€ญแ€™แ€บแ€ธแ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€–แ€”แ€บแ€แ€ฎแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€กแ€ฑแ€ฌแ€„แ€บ
โ€ข แ€–แ€ฏแ€”แ€บแ€ธแ€‘แ€ฒแ€™แ€พแ€ฌแ€žแ€ฏแ€ถแ€ธแ€–แ€ญแ€ฏแ€ทแ€กแ€แ€ฝแ€€แ€บ App แ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€’แ€ฑแ€ซแ€„แ€บแ€ธแ€œแ€ฏแ€•แ€บแ€แ€ปแ€”แ€ฑแ€™แ€šแ€บแ€ทแ€กแ€…แ€ฌแ€ธ แ€€แ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏแ€šแ€บแ€แ€ญแ€ฏแ€„แ€บแ€–แ€”แ€บแ€แ€ฎแ€ธแ€›แ€ฑแ€ธแ€žแ€ฌแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€…แ€ฝแ€™แ€บแ€ธแ€›แ€พแ€ญแ€กแ€ฑแ€ฌแ€„แ€บ
โ€ข แ€–แ€ฑแ€ทแ€˜แ€ฝแ€แ€บแ€แ€ฝแ€ฑแ€”แ€ฒแ€ท แ€กแ€แ€ปแ€ญแ€”แ€บแ€€แ€ฏแ€”แ€บแ€”แ€ฑแ€™แ€šแ€บแ€ทแ€กแ€…แ€ฌแ€ธ แ€€แ€ญแ€ฏแ€šแ€บแ€แ€ญแ€ฏแ€„แ€บ Website แ€œแ€ฑแ€ธแ€แ€ฝแ€ฑ แ€–แ€”แ€บแ€แ€ฎแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€กแ€ฑแ€ฌแ€„แ€บ แ€€แ€ฝแ€”แ€บแ€•แ€ปแ€ฐแ€แ€ฌแ€žแ€ญแ€•แ€นแ€•แ€ถแ€˜แ€ฌแ€žแ€ฌแ€›แ€•แ€บแ€™แ€ปแ€ฌแ€ธแ€‘แ€ฒแ€€ แ€€แ€œแ€ฑแ€ธแ€„แ€šแ€บแ€™แ€ปแ€ฌแ€ธ แ€…แ€ญแ€แ€บแ€แ€„แ€บแ€แ€…แ€ฌแ€ธแ€–แ€ผแ€„แ€บแ€ท แ€œแ€ฝแ€šแ€บแ€œแ€ฝแ€šแ€บแ€€แ€ฐแ€€แ€ฐ แ€œแ€ฑแ€ทแ€œแ€ฌแ€”แ€ญแ€ฏแ€„แ€บแ€แ€ฒแ€ท Computer Programming/Coding แ€€แ€ญแ€ฏแ€œแ€ฑแ€ทแ€œแ€ฌแ€…แ€ฑแ€แ€ผแ€„แ€บแ€ธแ€–แ€ผแ€„แ€บแ€ท แ€žแ€ฌแ€ธแ€žแ€ฌแ€ธแ€™แ€ฎแ€ธแ€™แ€ฎแ€ธแ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€Ÿแ€ฌ แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€™แ€พแ€”แ€บแ€™แ€พแ€”แ€บแ€€แ€”แ€บแ€€แ€”แ€บแ€žแ€ฏแ€ถแ€ธแ€…แ€ฝแ€ฒแ€แ€แ€บแ€…แ€ฑแ€™แ€พแ€ฌแ€–แ€ผแ€…แ€บแ€•แ€ซแ€แ€šแ€บแ‹

Programming/Coding แ€”แ€พแ€„แ€บแ€ทแ€•แ€แ€บแ€žแ€แ€บแ€•แ€ผแ€ฎแ€ธ แ€กแ€”แ€ฌแ€‚แ€แ€บแ€™แ€พแ€ฌ แ€€แ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€กแ€แ€ฝแ€€แ€บ แ€กแ€œแ€ฏแ€•แ€บแ€กแ€€แ€ญแ€ฏแ€„แ€บ แ€กแ€แ€ฝแ€„แ€บแ€ทแ€กแ€œแ€™แ€บแ€ธ แ€แ€ฝแ€ฑแ€€แ€›แ€ฑแ€ฌ แ€˜แ€ฌแ€แ€ฝแ€ฑแ€œแ€ฒ???
Software Company แ€€แ€ผแ€ฎแ€ธแ€™แ€ปแ€ฌแ€ธแ€แ€ฝแ€„แ€บ Programming/Coding แ€”แ€พแ€„แ€บแ€ทแ€•แ€ซแ€แ€บแ€žแ€แ€บแ€žแ€ฑแ€ฌ แ€•แ€ผแ€Šแ€บแ€แ€ฝแ€„แ€บแ€ธแ€กแ€œแ€ฏแ€•แ€บแ€กแ€€แ€ญแ€ฏแ€„แ€บ แ€กแ€แ€ฝแ€„แ€บแ€ทแ€กแ€œแ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€žแ€ฌแ€™แ€€ แ€•แ€ผแ€Šแ€บแ€•แ€แ€ฝแ€„แ€บแ€œแ€ฒ แ€กแ€œแ€ฏแ€•แ€บแ€กแ€€แ€ญแ€ฏแ€„แ€บแ€กแ€แ€ฝแ€„แ€บแ€ทแ€กแ€œแ€™แ€บแ€ธ แ€กแ€œแ€ฝแ€”แ€บแ€™แ€ปแ€ฌแ€ธแ€•แ€ผแ€ฌแ€ธแ€แ€ผแ€„แ€บแ€ธแŠ แ€œแ€…แ€ฌแ€”แ€พแ€ฏแ€”แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€™แ€ปแ€ฌแ€ธ แ€›แ€›แ€พแ€ญแ€”แ€ญแ€ฏแ€„แ€บแ€แ€ผแ€„แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€€แ€ผแ€ฑแ€ฌแ€„แ€บแ€ท แ€šแ€แ€ฏแ€แ€ฑแ€แ€บ แ€œแ€ฐแ€„แ€šแ€บแ€กแ€™แ€ปแ€ฌแ€ธแ€…แ€ฏแ€›แ€ฝแ€ฑแ€ธแ€แ€ปแ€šแ€บแ€€แ€ผแ€žแ€ฑแ€ฌ แ€กแ€žแ€€แ€บแ€™แ€ฝแ€ฑแ€ธแ€แ€™แ€บแ€ธแ€€แ€ผแ€ฑแ€ฌแ€„แ€บแ€ธแ€แ€แ€ฏ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€แ€šแ€บแ‹
แ€˜แ€šแ€บแ€œแ€ญแ€ฏแ€€แ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€€ Programming/Coding แ€€แ€ญแ€ฏแ€žแ€„แ€บแ€žแ€„แ€บแ€ทแ€•แ€ซแ€žแ€œแ€ฒ???
แ€™แ€ญแ€™แ€ญแ€›แ€ฒแ€ท แ€€แ€œแ€ฑแ€ธแ€„แ€šแ€บแ€แ€ฝแ€ฑแ€Ÿแ€ฌ แ€”แ€ฑแ€ฌแ€„แ€บแ€กแ€”แ€ฌแ€‚แ€ซแ€แ€บแ€™แ€พแ€ฌ แ€˜แ€šแ€บแ€œแ€ญแ€ฏแ€กแ€žแ€€แ€บแ€™แ€ฝแ€ฑแ€ธแ€แ€™แ€บแ€ธแ€€แ€ผแ€ฑแ€ฌแ€„แ€บแ€ธแ€€แ€ญแ€ฏแ€•แ€ฒแ€›แ€ฝแ€ฑแ€ธแ€แ€ปแ€šแ€บแ€แ€ปแ€šแ€บ Programming/Coding แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€€แ€ญแ€ฏแ€œแ€ฑแ€ทแ€œแ€ฌแ€‘แ€ฌแ€ธแ€แ€ผแ€„แ€บแ€ธแ€–แ€ผแ€„แ€บแ€ท แ€•แ€ญแ€ฏแ€™แ€ญแ€ฏแ€แ€ญแ€ฏแ€ธแ€แ€€แ€บแ€œแ€ฌแ€™แ€šแ€บแ€ท แ€แ€ฑแ€แ€บแ€™แ€พแ€ฎแ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€แ€ฝแ€ฑแ€€แ€ญแ€ฏ แ€œแ€ฝแ€šแ€บแ€œแ€ฝแ€šแ€บแ€€แ€ฐแ€€แ€ฐ แ€œแ€ฑแ€ทแ€œแ€ฌแ€”แ€ญแ€ฏแ€„แ€บแ€แ€ผแ€„แ€บแ€ธแŠ แ€™แ€ญแ€™แ€ญแ€แ€ญแ€ฏแ€ทแ€žแ€€แ€บแ€†แ€ญแ€ฏแ€„แ€บแ€›แ€ฌ แ€”แ€šแ€บแ€•แ€šแ€บแ€กแ€žแ€ฎแ€ธแ€žแ€ฎแ€ธแ€™แ€พแ€ฌ แ€กแ€žแ€ฏแ€ถแ€ธแ€แ€ปแ€”แ€ญแ€ฏแ€„แ€บแ€แ€ผแ€„แ€บแ€ธ แ€…แ€žแ€ฑแ€ฌ แ€กแ€€แ€ปแ€ญแ€ฏแ€ธแ€€แ€ปแ€ฑแ€ธแ€‡แ€ฐแ€ธแ€™แ€ปแ€ฌแ€ธแ€›แ€”แ€ญแ€ฏแ€„แ€บแ€žแ€–แ€ผแ€„แ€บแ€ท แ€€แ€œแ€ฑแ€ธแ€„แ€šแ€บแ€แ€ญแ€ฏแ€„แ€บแ€ธแ€œแ€ฑแ€ทแ€œแ€ฌแ€žแ€„แ€บแ€šแ€ฐแ€žแ€„แ€บแ€ทแ€•แ€ซแ€žแ€Šแ€บแ‹

แ€‘แ€ญแ€ฏแ€กแ€•แ€ผแ€„แ€บ Coding แ€€แ€ญแ€ฏ แ€”แ€Šแ€บแ€ธแ€…แ€”แ€…แ€บแ€€แ€ปแ€€แ€ป แ€œแ€ฑแ€ทแ€œแ€ฌแ€แ€ผแ€„แ€บแ€ธแ€–แ€ผแ€„แ€บแ€ท
1. Problem Solving Skill
2. Critical Thinking Skill
3. Mathematical Skill แ€แ€ฝแ€ฑแ€œแ€ฒ แ€•แ€ญแ€ฏแ€™แ€ญแ€ฏแ€›แ€›แ€พแ€ญแ€œแ€ฌแ€™แ€พแ€ฌ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€แ€šแ€บแ‹

แ€žแ€ญแ€ฏแ€ทแ€–แ€ผแ€…แ€บแ€•แ€ซแ แ€€แ€ปแ€™แ€แ€ญแ€ฏแ€ทแ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€™แ€พ แ€€แ€œแ€ฑแ€ธแ€„แ€šแ€บแ€™แ€ปแ€ฌแ€ธแ€กแ€แ€ฝแ€€แ€บ แ€กแ€€แ€ปแ€ญแ€ฏแ€ธแ€›แ€พแ€ญแ€™แ€šแ€บแ€ท แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€œแ€ฑแ€ธแ€แ€ฝแ€ฑแ€”แ€พแ€„แ€บแ€ท แ€™แ€ญแ€แ€บแ€†แ€€แ€บแ€•แ€ฑแ€ธแ€•แ€ซแ€›แ€…แ€ฑแ‹

แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€กแ€™แ€Šแ€บ...

Block Coding with Code.org Computer Science Fundamentals Course 1
(Grade 1-3) - 35000 Kyat

Course 2
( Course 1 แ€•แ€ผแ€ฎแ€ธแ€‘แ€ฌแ€ธแ€žแ€ฐแ€™แ€ปแ€ฌแ€ธ) - 40000 Kyat

Course 3
( Course 2 แ€•แ€ผแ€ฎแ€ธแ€‘แ€ฌแ€ธแ€žแ€ฐแ€™แ€ปแ€ฌแ€ธ) - 40000 Kyat

Course 4
(Course 3 แ€•แ€ผแ€ฎแ€ธแ€‘แ€ฌแ€ธแ€žแ€ฐแ€™แ€ปแ€ฌแ€ธ) - 40000 Kyat

Python for Kids
( Cambridge IGCSE Computer Science Programming Book for Python)
(Block coding Course แ€•แ€ผแ€ฎแ€ธแ€‘แ€ฌแ€ธแ€•แ€ผแ€ฎแ€ธ or Coding แ€กแ€แ€ผแ€ฑแ€แ€ถแ€›แ€พแ€ญแ€•แ€ผแ€ฎแ€ธ Laptop แ€”แ€พแ€„แ€บแ€ทแ€แ€€แ€บแ€›แ€ฑแ€ฌแ€€แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€žแ€ฐ แ€–แ€ผแ€…แ€บแ€›แ€•แ€ซแ€™แ€Šแ€บ) - 45000 Kyat

Web Development for Kids
(*** Laptop แ€”แ€พแ€„แ€บแ€ทแ€แ€€แ€บแ€›แ€ฑแ€ฌแ€€แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€žแ€ฐ แ€–แ€ผแ€…แ€บแ€›แ€•แ€ซแ€™แ€Šแ€บ) - 45000 Kyat

(แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€€แ€ผแ€ฑแ€ธแ€™แ€ปแ€ฌแ€ธแ€žแ€Šแ€บ Course แ€แ€…แ€บแ€แ€ฏแ€…แ€ฌ แ€กแ€•แ€ผแ€ฎแ€ธแ€กแ€…แ€ฎแ€ธ แ€–แ€ผแ€…แ€บแ€•แ€ซแ€žแ€Šแ€บ)

แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€€แ€ฌแ€œ

Course 1 (18 Lessons)
approximate 3 weeks
(1 hour /day, 2 days/week) 6x1 = 6 hours

Course 2 (19 Lessons)
approximate 3-4 weeks
(1 hour /day, 2 days/week) 6-8 hours

Course 3 (21 Lessons)
approximate 3-4 weeks
(1 hour /day, 2 days/week) 6-8 hours

Course 4 (22 Lessons)
approximate 4 weeks
(1 hour /day, 2 days/week) 8 hours

Python for Kids (13 Chapters)
approximate 6 months
(1 hour /day, 2 days/week) 8x6= 48 hours

Web Development for Kids (HTML)
approximate 3 months
(1 hour /day, 2 days/week) 8x3 = 24 hours

แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€•แ€ญแ€ฏแ€ทแ€แ€ปแ€™แ€Šแ€บแ€ทแ€žแ€ฐ

Dr. Ei Ei (Ph.D., Chulalongkorn University, Thailand),
Postdoctoral Researcher, Chulalongkorn University
Research and Development Lead, Geni Technology

แ€•แ€ฏแ€ถแ€™แ€พแ€”แ€บแ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€แ€ปแ€ญแ€”แ€บ แ€กแ€แ€€แ€บแ€กแ€แ€ฒแ€›แ€พแ€ญแ€•แ€ซแ€€ แ€แ€…แ€บแ€šแ€ฑแ€ฌแ€€แ€บแ€แ€ปแ€„แ€บแ€ธ (แ€žแ€ญแ€ฏแ€ท) แ€กแ€–แ€ฝแ€ฒแ€ทแ€œแ€ญแ€ฏแ€€แ€บ แ€แ€€แ€บแ€›แ€ฑแ€ฌแ€€แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€›แ€”แ€บ one to one or small group แ€กแ€žแ€€แ€บแ€žแ€ฌแ€†แ€ฏแ€ถแ€ธแ€…แ€ปแ€ฑแ€ธแ€”แ€พแ€ฏแ€”แ€บแ€ธแ€–แ€ผแ€„แ€บแ€ทแ€…แ€ฎแ€…แ€‰แ€บแ€•แ€ฑแ€ธแ€•แ€ซแ€žแ€Šแ€บแ‹
แ€…แ€ญแ€แ€บแ€แ€„แ€บแ€…แ€ฌแ€ธแ€•แ€ซแ€€แ€กแ€žแ€€แ€บแ€กแ€›แ€ฝแ€šแ€บแ€”แ€พแ€„แ€บแ€ท แ€กแ€แ€ปแ€ญแ€”แ€บแ€‡แ€šแ€ฌแ€ธแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ FB Chat box แ€™แ€พแ€กแ€žแ€ฑแ€ธแ€…แ€ญแ€แ€บ แ€†แ€€แ€บแ€žแ€ฝแ€šแ€บ แ€™แ€ฑแ€ธแ€™แ€ผแ€”แ€บแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹

แ€œแ€ญแ€ฏแ€กแ€•แ€บแ€แ€ปแ€€แ€บ แ€™แ€ปแ€ฌแ€ธ
1) Laptop or Tablet or Phone
2) Internet Access
แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€†แ€ญแ€ฏแ€„แ€บแ€›แ€ฌแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€™แ€ญแ€˜แ€™แ€ปแ€ฌแ€ธ แ€…แ€ญแ€ฏแ€ธแ€›แ€ญแ€™แ€บแ€™แ€พแ€ฏ แ€™แ€›แ€พแ€ญแ€…แ€ฑแ€›แ€”แ€บแ€กแ€แ€ฝแ€€แ€บ แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€†แ€›แ€ฌแ€™แ€พ แ€แ€ฌแ€แ€”แ€บแ€šแ€ฐแ€–แ€ผแ€ฑแ€›แ€พแ€„แ€บแ€ธแ€•แ€ฑแ€ธแ€•แ€ซแ€™แ€Šแ€บแ‹

แ€žแ€„แ€บแ€แ€”แ€บแ€ธแ€กแ€•แ€บแ€”แ€พแ€ถแ€›แ€”แ€บ แ€กแ€ฑแ€ฌแ€€แ€บแ€–แ€ฑแ€ฌแ€บแ€•แ€ผแ€•แ€ซ link แ€แ€ฝแ€„แ€บ register แ€•แ€ผแ€ฏแ€œแ€ฏแ€•แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€แ€šแ€บ แ€แ€„แ€บแ€—แ€ปแ‹

Registration Link

https://docs.google.com/forms/d/e/1FAIpQLSetgoPJHClYj7Z7HN3iaujPDv6QcuUfl1Nyc6W1RwYURVpeOg/viewform?usp=pp_url

๐Ÿ” ๐——๐—ถ๐˜€๐—ฐ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—œ๐—ฑ๐—ฒ๐—ฎ๐—น ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ ๐—ฃ๐—ฎ๐˜๐—ต ๐˜„๐—ถ๐˜๐—ต ๐—š๐—˜๐—ก๐—œ ๐—ง๐—ฒ๐—ฐ๐—ต๐—ป๐—ผ๐—น๐—ผ๐—ด๐˜†! ๐Ÿ”Are you ready to take the next step in your career journey? The...
22/05/2024

๐Ÿ” ๐——๐—ถ๐˜€๐—ฐ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—œ๐—ฑ๐—ฒ๐—ฎ๐—น ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ ๐—ฃ๐—ฎ๐˜๐—ต ๐˜„๐—ถ๐˜๐—ต ๐—š๐—˜๐—ก๐—œ ๐—ง๐—ฒ๐—ฐ๐—ต๐—ป๐—ผ๐—น๐—ผ๐—ด๐˜†! ๐Ÿ”

Are you ready to take the next step in your career journey? The GENI Research Team presents a cutting-edge Career Path Recommendation Demo designed to help you find the best career options tailored to your skills and aspirations.

Disclaimer:
Please note, this is a demo and the current model accuracy is not optimal. It is meant for knowledge-sharing purposes and should be used as a guide. Users are advised to perform further research and consider additional factors when making career decisions.

Call to Action:
Try our demo now and explore how you can bridge skill gaps and achieve your career goals. Click the link below to get started!

Active APP - https://genicareerpathprediction.streamlit.app/

Deleted APP - https://careerpathpredictiondemo.streamlit.app/

Hashtags:

๐Ÿš€ ๐Ž๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐ž ๐˜๐จ๐ฎ๐ซ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ ๐ฐ๐ข๐ญ๐ก ๐Ž๐ฎ๐ซ ๐ˆ๐“ ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ! ๐Ÿš€Are you looking for a reliable and efficient IT support service to stream...
21/05/2024

๐Ÿš€ ๐Ž๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐ž ๐˜๐จ๐ฎ๐ซ ๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ ๐ฐ๐ข๐ญ๐ก ๐Ž๐ฎ๐ซ ๐ˆ๐“ ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ! ๐Ÿš€

Are you looking for a reliable and efficient IT support service to streamline your business operations? Look no further! Our comprehensive IT support package offers everything you need to keep your technology running smoothly and securely. ๐Ÿ–ฅ๏ธ๐Ÿ”’

๐Š๐ž๐ฒ ๐…๐ž๐š๐ญ๐ฎ๐ซ๐ž๐ฌ:
1. ๐‡๐ž๐ฅ๐ฉ๐๐ž๐ฌ๐ค ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ ๐Ÿ†˜
๐๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ ๐‡๐จ๐ฎ๐ซ๐ฌ ๐€๐ฌ๐ฌ๐ข๐ฌ๐ญ๐š๐ง๐œ๐ž: Access to our helpdesk via phone, email, and chat during business hours (9 AM - 5 PM, Monday to Friday) for immediate support.
๐‘๐ž๐ฆ๐จ๐ญ๐ž ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ: Quick and efficient remote troubleshooting and problem resolution.

2. ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Œ๐š๐ข๐ง๐ญ๐ž๐ง๐š๐ง๐œ๐ž ๐Ÿ”ง
๐‘๐ž๐ ๐ฎ๐ฅ๐š๐ซ ๐”๐ฉ๐๐š๐ญ๐ž๐ฌ: Automatic patch management and software updates for all your systems.
๐’๐œ๐ก๐ž๐๐ฎ๐ฅ๐ž๐ ๐Œ๐š๐ข๐ง๐ญ๐ž๐ง๐š๐ง๐œ๐ž: Regular maintenance checks to ensure optimal performance and security of your IT infrastructure.

3. ๐’๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ ๐’๐ž๐ซ๐ฏ๐ข๐œ๐ž๐ฌ ๐Ÿ›ก๏ธ
๐„๐ง๐๐ฉ๐จ๐ข๐ง๐ญ ๐๐ซ๐จ๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง: Comprehensive antivirus and anti-malware solutions.
๐…๐ข๐ซ๐ž๐ฐ๐š๐ฅ๐ฅ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ: Configuration and monitoring to protect against unauthorized access.
๐’๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ ๐€๐ฎ๐๐ข๐ญ๐ฌ: Regular vulnerability assessments and detailed reports.

4. ๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐ŸŒ
๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค ๐Ž๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐š๐ญ๐ข๐จ๐ง: Regular assessments and performance tuning for your network infrastructure.
๐•๐๐ ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ: Secure remote access setup and management for your employees.

5. ๐”๐ฌ๐ž๐ซ ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐Ÿ“š
๐‚๐ฒ๐›๐ž๐ซ๐ฌ๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐ : Regular training sessions to educate employees on best security practices.
๐๐ž๐ฐ ๐„๐ฆ๐ฉ๐ฅ๐จ๐ฒ๐ž๐ž ๐Ž๐ง๐›๐จ๐š๐ซ๐๐ข๐ง๐ : IT onboarding for new hires to familiarize them with company systems and protocols.

6. ๐ˆ๐“ ๐‚๐จ๐ง๐ฌ๐ฎ๐ฅ๐ญ๐š๐ง๐œ๐ฒ ๐Ÿ’ผ
๐ˆ๐“ ๐’๐ญ๐ซ๐š๐ญ๐ž๐ ๐ฒ ๐๐ฅ๐š๐ง๐ง๐ข๐ง๐ : Expert advice on IT strategy and technology improvements.
๐’๐จ๐Ÿ๐ญ๐ฐ๐š๐ซ๐ž ๐‘๐ž๐œ๐จ๐ฆ๐ฆ๐ž๐ง๐๐š๐ญ๐ข๐จ๐ง๐ฌ: Guidance on selecting and implementing the best software solutions for your business.

7. ๐ƒ๐š๐ญ๐š ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐Ÿ’พ
๐๐š๐œ๐ค๐ฎ๐ฉ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ: Regular backups with restore tests to ensure data integrity.
๐ƒ๐ข๐ฌ๐š๐ฌ๐ญ๐ž๐ซ ๐‘๐ž๐œ๐จ๐ฏ๐ž๐ซ๐ฒ ๐๐ฅ๐š๐ง๐ง๐ข๐ง๐ : Comprehensive plans to ensure business continuity in case of data loss or other emergencies.

๐–๐ก๐ฒ ๐‚๐ก๐จ๐จ๐ฌ๐ž ๐”๐ฌ? ๐Ÿค”
๐‘๐ž๐ฅ๐ข๐š๐›๐ฅ๐ž ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ: Access to experienced IT professionals for both remote and on-site support.
๐‚๐จ๐ฌ๐ญ-๐„๐Ÿ๐Ÿ๐ž๐œ๐ญ๐ข๐ฏ๐ž: All essential IT services at a fixed monthly cost, ensuring budget predictability.
๐๐ซ๐จ๐š๐œ๐ญ๐ข๐ฏ๐ž ๐€๐ฉ๐ฉ๐ซ๐จ๐š๐œ๐ก: Regular maintenance and assessments to prevent issues before they impact your business.
๐„๐ง๐ก๐š๐ง๐œ๐ž๐ ๐’๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ: Advanced security measures to safeguard your digital assets.

๐†๐ž๐ญ ๐’๐ญ๐š๐ซ๐ญ๐ž๐ ๐“๐จ๐๐š๐ฒ! ๐Ÿš€
Donโ€™t let IT issues slow down your business. Contact us now to learn more about our comprehensive IT support package and take the first step towards optimizing your IT infrastructure.

๐Ÿ’ฌ Message us on Facebook

๐ŸŒŸ ๐—˜๐—ป๐—ต๐—ฎ๐—ป๐—ฐ๐—ฒ ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ถ๐˜๐˜† ๐—ฎ๐—ป๐—ฑ ๐—˜๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐˜„๐—ถ๐˜๐—ต ๐—š๐—˜๐—ก๐—œ ๐—ฆ๐—ถ๐—ด๐—ป! ๐ŸŒŸAre you looking for a seamless and secure way to handle document sign...
19/05/2024

๐ŸŒŸ ๐—˜๐—ป๐—ต๐—ฎ๐—ป๐—ฐ๐—ฒ ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ถ๐˜๐˜† ๐—ฎ๐—ป๐—ฑ ๐—˜๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐˜„๐—ถ๐˜๐—ต ๐—š๐—˜๐—ก๐—œ ๐—ฆ๐—ถ๐—ด๐—ป! ๐ŸŒŸ

Are you looking for a seamless and secure way to handle document signing? Look no further! Introducing GENI Sign, our cloud-based, user-friendly eSignature platform designed to simplify your document signing process while ensuring top-notch security measures. ๐Ÿ”’๐Ÿ“„

๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐—š๐—˜๐—ก๐—œ ๐—ฆ๐—ถ๐—ด๐—ป?
GENI Sign is an innovative eSignature solution perfect for businesses of all sizes. It streamlines your workflow and safeguards your sensitive information.

๐—ž๐—ฒ๐˜† ๐—™๐—ฒ๐—ฎ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€:
โœ… ๐—ฅ๐—ผ๐—ฏ๐˜‚๐˜€๐˜ ๐—˜๐—ป๐—ฐ๐—ฟ๐˜†๐—ฝ๐˜๐—ถ๐—ผ๐—ป: Keep your documents safe with advanced encryption.
โœ… ๐—–๐—ผ๐—บ๐—ฝ๐—ฟ๐—ฒ๐—ต๐—ฒ๐—ป๐˜€๐—ถ๐˜ƒ๐—ฒ ๐—”๐˜‚๐—ฑ๐—ถ๐˜ ๐—ง๐—ฟ๐—ฎ๐—ถ๐—น๐˜€: Track every step of the signing process.
โœ… ๐— ๐˜‚๐—น๐˜๐—ถ-๐—™๐—ฎ๐—ฐ๐˜๐—ผ๐—ฟ ๐—”๐˜‚๐˜๐—ต๐—ฒ๐—ป๐˜๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Secure access with additional authentication layers.
โœ… ๐—จ๐˜€๐—ฒ๐—ฟ ๐—ฃ๐—ฒ๐—ฟ๐—บ๐—ถ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—”๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€ ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น๐˜€: Control who can view and sign documents.
โœ… ๐— ๐—ผ๐—ฏ๐—ถ๐—น๐—ฒ ๐—”๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€๐—ถ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†: Sign documents from anywhere, on any device.
โœ… ๐——๐—ผ๐—ฐ๐˜‚๐—บ๐—ฒ๐—ป๐˜ ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ถ๐˜๐˜† ๐—–๐—ต๐—ฒ๐—ฐ๐—ธ๐˜€: Ensure documents are tamper-proof.
โœ… ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ฎ๐—ฝ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐—ถ๐—ฒ๐˜€: Seamlessly integrate with your existing systems.
โœ… ๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ถ๐—ฎ๐—ป๐—ฐ๐—ฒ ๐˜„๐—ถ๐˜๐—ต ๐—œ๐—ป๐—ฑ๐˜‚๐˜€๐˜๐—ฟ๐˜† ๐—ฆ๐˜๐—ฎ๐—ป๐—ฑ๐—ฎ๐—ฟ๐—ฑ๐˜€: Meet regulatory requirements effortlessly.
โœ… ๐—ง๐—ถ๐—บ๐—ฒ-๐—ฆ๐˜๐—ฎ๐—บ๐—ฝ๐—ถ๐—ป๐—ด ๐—™๐˜‚๐—ป๐—ฐ๐˜๐—ถ๐—ผ๐—ป๐—ฎ๐—น๐—ถ๐˜๐˜†: Add precise time stamps to your documents.
โœ… ๐—ก๐—ผ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—”๐—น๐—ฒ๐—ฟ๐˜๐˜€: Stay informed with real-time updates.
โœ… ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ฒ ๐——๐—ผ๐—ฐ๐˜‚๐—บ๐—ฒ๐—ป๐˜ ๐—ฆ๐˜๐—ผ๐—ฟ๐—ฎ๐—ด๐—ฒ: Store your documents securely in the cloud.

๐—ง๐—ฎ๐—ถ๐—น๐—ผ๐—ฟ๐—ฒ๐—ฑ ๐—ฆ๐—ผ๐—น๐˜‚๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐—๐˜‚๐˜€๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ฌ๐—ผ๐˜‚!
At GENI Technology, we understand that every business is unique. That's why we also provide customized solutions based on your specific needs. Whether you need specialized integrations or unique security features, we've got you covered!

Ready to enhance your document management process? Reach out to us via Facebook Messenger to schedule a free consultation. Letโ€™s streamline your tech journey together! ๐Ÿš€๐Ÿ’ผ

๐Ÿ”— www.geni.asia

๐ŸŒŸ ๐—š๐—˜๐—ก๐—œ ๐—ฆ๐—ถ๐—ด๐—ป แ€–แ€ผแ€„แ€ทแ€บ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€›แ€ฑแ€ธแ€”แ€พแ€„แ€ทแ€บ แ€‘แ€ญแ€›แ€ฑแ€ฌแ€€แ€บแ€™แ€พแ€ฏแ€€แ€ญแ€ฏ แ€™แ€ผแ€พแ€„แ€ทแ€บแ€แ€„แ€บแ€•แ€ซ! ๐ŸŒŸ

แ€…แ€ฌแ€แ€ปแ€ฏแ€•แ€บแ€œแ€€แ€บแ€™แ€พแ€แ€บแ€›แ€ฑแ€ธแ€‘แ€ญแ€ฏแ€ธแ€แ€ผแ€„แ€บแ€ธแ€€แ€ญแ€ฏ แ€œแ€ฝแ€šแ€บแ€€แ€ฐแ€•แ€ผแ€Šแ€ทแ€บแ€…แ€ฏแ€ถแ€•แ€ผแ€ฎแ€ธ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€žแ€ฑแ€ฌ แ€”แ€Šแ€บแ€ธแ€œแ€™แ€บแ€ธแ€แ€…แ€บแ€แ€ฏ แ€›แ€พแ€ฌแ€–แ€ฝแ€ฑแ€”แ€ฑแ€•แ€ซแ€žแ€œแ€ฌแ€ธ? GENI Sign แ€€แ€ญแ€ฏ แ€™แ€ญแ€แ€บแ€†แ€€แ€บแ€•แ€ฑแ€ธแ€œแ€ญแ€ฏแ€€แ€บแ€•แ€ซแ€•แ€ผแ€ฎแ‹ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแ cloud-based, user-friendly eSignature platform แ€žแ€Šแ€บ แ€žแ€„แ€ทแ€บแ€…แ€ฌแ€แ€ปแ€ฏแ€•แ€บแ€œแ€€แ€บแ€™แ€พแ€แ€บแ€›แ€ฑแ€ธแ€‘แ€ญแ€ฏแ€ธแ€แ€ผแ€„แ€บแ€ธแ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€…แ€‰แ€บแ€€แ€ญแ€ฏ แ€œแ€ฝแ€šแ€บแ€€แ€ฐแ€•แ€ผแ€ฎ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€™แ€พแ€ฏแ€กแ€†แ€„แ€ทแ€บแ€™แ€ผแ€„แ€ทแ€บแ€…แ€ฑแ€žแ€Šแ€บแ‹

๐—š๐—˜๐—ก๐—œ ๐—ฆ๐—ถ๐—ด๐—ป แ€€แ€˜แ€ฌแ€œแ€ฒ?
GENI Sign แ€žแ€Šแ€บ แ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€…แ€‰แ€บแ€กแ€ฌแ€ธแ€œแ€ฏแ€ถแ€ธแ€กแ€แ€ฝแ€€แ€บ แ€กแ€‘แ€ฐแ€ธแ€€แ€ฑแ€ฌแ€„แ€บแ€ธแ€™แ€ฝแ€”แ€บแ€žแ€Šแ€ทแ€บ eSignature แ€–แ€ผแ€ฑแ€›แ€พแ€„แ€บแ€ธแ€”แ€Šแ€บแ€ธแ€แ€…แ€บแ€แ€ฏแ€–แ€ผแ€…แ€บแ€•แ€ผแ€ฎแ€ธแŠ แ€žแ€„แ€ทแ€บแ€…แ€ฌแ€แ€ปแ€ฏแ€•แ€บแ€œแ€€แ€บแ€™แ€พแ€แ€บแ€›แ€ฑแ€ธแ€‘แ€ญแ€ฏแ€ธแ€แ€ผแ€„แ€บแ€ธแ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€…แ€‰แ€บแ€€แ€ญแ€ฏ แ€œแ€ฝแ€šแ€บแ€€แ€ฐแ€…แ€ฑแ€•แ€ผแ€ฎแ€ธ แ€žแ€„แ€บแแ€กแ€›แ€ฑแ€ธแ€€แ€ผแ€ฎแ€ธแ€กแ€แ€ปแ€€แ€บแ€กแ€œแ€€แ€บแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€€แ€ฌแ€€แ€ฝแ€šแ€บแ€•แ€ฑแ€ธแ€•แ€ซแ€žแ€Šแ€บแ‹

แ€กแ€“แ€ญแ€€แ€กแ€„แ€บแ€นแ€‚แ€ซแ€›แ€•แ€บแ€™แ€ปแ€ฌแ€ธ:
โœ… ๐—ฅ๐—ผ๐—ฏ๐˜‚๐˜€๐˜ ๐—˜๐—ป๐—ฐ๐—ฟ๐˜†๐—ฝ๐˜๐—ถ๐—ผ๐—ป: แ€žแ€„แ€ทแ€บแ€…แ€ฌแ€›แ€ฝแ€€แ€บแ€…แ€ฌแ€แ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€…แ€ฑแ€›แ€”แ€บ แ€กแ€†แ€„แ€ทแ€บแ€™แ€ผแ€„แ€ทแ€บแ€…แ€”แ€…แ€บแ€–แ€ผแ€„แ€ทแ€บ แ€€แ€ฌแ€€แ€ฝแ€šแ€บแ€‘แ€ฌแ€ธแ€•แ€ซแ€žแ€Šแ€บแ‹
โœ… ๐—–๐—ผ๐—บ๐—ฝ๐—ฟ๐—ฒ๐—ต๐—ฒ๐—ป๐˜€๐—ถ๐˜ƒ๐—ฒ ๐—”๐˜‚๐—ฑ๐—ถ๐˜ ๐—ง๐—ฟ๐—ฎ๐—ถ๐—น๐˜€: แ€œแ€€แ€บแ€™แ€พแ€แ€บแ€›แ€ฑแ€ธแ€‘แ€ญแ€ฏแ€ธแ€แ€ผแ€„แ€บแ€ธแ แ€กแ€†แ€„แ€ทแ€บแ€†แ€„แ€ทแ€บแ€€แ€ญแ€ฏ แ€…แ€ญแ€…แ€…แ€บแ€แ€ผแ€„แ€บแ€ธแ‹
โœ… ๐— ๐˜‚๐—น๐˜๐—ถ-๐—™๐—ฎ๐—ฐ๐˜๐—ผ๐—ฟ ๐—”๐˜‚๐˜๐—ต๐—ฒ๐—ป๐˜๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: แ€กแ€แ€Šแ€บแ€•แ€ผแ€ฏแ€…แ€…แ€บแ€†แ€ฑแ€ธแ€™แ€พแ€ฏแ€กแ€†แ€„แ€ทแ€บแ€กแ€•แ€ฑแ€ซแ€„แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€–แ€ผแ€„แ€ทแ€บ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€™แ€พแ€ฏแ€€แ€ญแ€ฏ แ€กแ€†แ€„แ€ทแ€บแ€™แ€ผแ€พแ€„แ€ทแ€บแ€แ€ผแ€„แ€บแ€ธแ‹
โœ… ๐—จ๐˜€๐—ฒ๐—ฟ ๐—ฃ๐—ฒ๐—ฟ๐—บ๐—ถ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—”๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€ ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น๐˜€: แ€…แ€ฌแ€›แ€ฝแ€€แ€บแ€…แ€ฌแ€แ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€˜แ€šแ€บแ€žแ€ฐแ€€แ€ผแ€Šแ€ทแ€บแ€›แ€พแ€ฏแ€”แ€ญแ€ฏแ€ฏแ€„แ€บแ€™แ€œแ€ฒแŠ แ€œแ€€แ€บแ€™แ€พแ€แ€บแ€›แ€ฑแ€ธแ€‘แ€ญแ€ฏแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€™แ€œแ€ฒ แ€€แ€ญแ€ฏ แ€‘แ€ญแ€”แ€บแ€ธแ€แ€ปแ€ฏแ€•แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹
โœ… ๐— ๐—ผ๐—ฏ๐—ถ๐—น๐—ฒ ๐—”๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€๐—ถ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†: แ€™แ€Šแ€บแ€žแ€Šแ€ทแ€บแ€€แ€ญแ€›แ€ญแ€šแ€ฌแ€™แ€พ แ€™แ€†แ€ญแ€ฏแŠ แ€™แ€Šแ€บแ€žแ€Šแ€ทแ€บแ€”แ€ฑแ€›แ€ฌแ€แ€ฝแ€„แ€บแ€™แ€†แ€ญแ€ฏ แ€œแ€€แ€บแ€™แ€พแ€แ€บแ€›แ€ฑแ€ธแ€‘แ€ญแ€ฏแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹
โœ… ๐——๐—ผ๐—ฐ๐˜‚๐—บ๐—ฒ๐—ป๐˜ ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ถ๐˜๐˜† ๐—–๐—ต๐—ฒ๐—ฐ๐—ธ๐˜€: แ€…แ€ฌแ€›แ€ฝแ€€แ€บแ€…แ€ฌแ€แ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€žแ€Šแ€บ แ€‘แ€ญแ€แ€ญแ€ฏแ€€แ€บแ€แ€ผแ€„แ€บแ€ธแ€™แ€›แ€พแ€ญแ€…แ€ฑแ€›แ€”แ€บ แ€žแ€ฑแ€แ€ปแ€ฌแ€…แ€ญแ€…แ€…แ€บแ€แ€ผแ€„แ€บแ€ธแ‹
โœ… ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ฎ๐—ฝ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐—ถ๐—ฒ๐˜€: แ€žแ€„แ€ทแ€บแ€…แ€”แ€…แ€บแ€™แ€ปแ€ฌแ€ธแ€”แ€พแ€„แ€ทแ€บ แ€แ€ปแ€ญแ€แ€บแ€†แ€€แ€บแ€œแ€ฏแ€•แ€บแ€†แ€ฑแ€ฌแ€„แ€บแ€”แ€ญแ€ฏแ€„แ€บแ€…แ€ฝแ€™แ€บแ€ธแ€›แ€พแ€ญแ€แ€ผแ€„แ€บแ€ธแ‹
โœ… ๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ถ๐—ฎ๐—ป๐—ฐ๐—ฒ ๐˜„๐—ถ๐˜๐—ต ๐—œ๐—ป๐—ฑ๐˜‚๐˜€๐˜๐—ฟ๐˜† ๐—ฆ๐˜๐—ฎ๐—ป๐—ฑ๐—ฎ๐—ฟ๐—ฑ๐˜€: แ€…แ€€แ€บแ€™แ€พแ€ฏแ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€…แ€ถแ€”แ€พแ€ฏแ€”แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€”แ€พแ€„แ€ทแ€บ แ€กแ€Šแ€ฎแ€œแ€ญแ€ฏแ€€แ€บแ€”แ€ฌแ€”แ€ญแ€ฏแ€„แ€บแ€แ€ผแ€„แ€บแ€ธแ‹
โœ… ๐—ง๐—ถ๐—บ๐—ฒ-๐—ฆ๐˜๐—ฎ๐—บ๐—ฝ๐—ถ๐—ป๐—ด ๐—™๐˜‚๐—ป๐—ฐ๐˜๐—ถ๐—ผ๐—ป๐—ฎ๐—น๐—ถ๐˜๐˜†: แ€žแ€„แ€ทแ€บแ€…แ€ฌแ€›แ€ฝแ€€แ€บแ€…แ€ฌแ€แ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€กแ€แ€ปแ€ญแ€”แ€บแ€กแ€แ€ญแ€กแ€€แ€ป แ€‘แ€Šแ€ทแ€บแ€žแ€ฝแ€„แ€บแ€ธแ€•แ€ฑแ€ธแ€•แ€ซแ€žแ€Šแ€บแ‹
โœ… ๐—ก๐—ผ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—”๐—น๐—ฒ๐—ฟ๐˜๐˜€: แ€กแ€แ€ปแ€ญแ€”แ€บแ€”แ€ฌแ€›แ€ฎแ€แ€”แ€บแ€ทแ€แ€ฝแ€„แ€บ แ€žแ€แ€ญแ€•แ€ฑแ€ธแ€แ€ปแ€€แ€บแ€™แ€ปแ€ฌแ€ธแ€”แ€พแ€„แ€ทแ€บ แ€กแ€แ€ปแ€€แ€บแ€กแ€œแ€€แ€บแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ แ€›แ€›แ€พแ€ญแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹
โœ… ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ฒ ๐——๐—ผ๐—ฐ๐˜‚๐—บ๐—ฒ๐—ป๐˜ ๐—ฆ๐˜๐—ผ๐—ฟ๐—ฎ๐—ด๐—ฒ: แ€žแ€„แ€ทแ€บแ€…แ€ฌแ€›แ€ฝแ€€แ€บแ€…แ€ฌแ€แ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธแ€€แ€ญแ€ฏ cloud แ€แ€ฝแ€„แ€บ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€…แ€ฝแ€ฌ แ€žแ€ญแ€™แ€บแ€ธแ€†แ€Šแ€บแ€ธแ€‘แ€ฌแ€ธแ€”แ€ญแ€ฏแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹

แ€žแ€„แ€ทแ€บแ€กแ€แ€ฝแ€€แ€บ แ€กแ€‘แ€ฐแ€ธแ€•แ€ผแ€ฏแ€œแ€ฏแ€•แ€บแ€•แ€ฑแ€ธแ€žแ€ฑแ€ฌ แ€–แ€ผแ€ฑแ€›แ€พแ€„แ€บแ€ธแ€”แ€Šแ€บแ€ธแ€™แ€ปแ€ฌแ€ธ!
GENI Technology แ€แ€ฝแ€„แ€บ แ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€แ€…แ€บแ€แ€ฏแ€แ€ปแ€„แ€บแ€ธแ€…แ€ฎแ แ€œแ€ญแ€ฏแ€กแ€•แ€บแ€แ€ปแ€€แ€บแ€™แ€ปแ€ฌแ€ธ แ€™แ€แ€ฐแ€€แ€ฝแ€ฒแ€•แ€ผแ€ฌแ€ธแ€€แ€ผแ€ฑแ€ฌแ€„แ€บแ€ธ แ€”แ€ฌแ€ธแ€œแ€Šแ€บแ€•แ€ซแ€žแ€Šแ€บแ‹ แ€‘แ€ญแ€ฏแ€ทแ€€แ€ผแ€ฑแ€ฌแ€„แ€ทแ€บ แ€žแ€„แ€ทแ€บแ€œแ€ญแ€ฏแ€กแ€•แ€บแ€แ€ปแ€€แ€บแ€กแ€แ€ญแ€ฏแ€„แ€บแ€ธ แ€กแ€‘แ€ฐแ€ธแ€•แ€ผแ€ฏแ€œแ€ฏแ€•แ€บแ€•แ€ฑแ€ธแ€žแ€ฑแ€ฌ แ€–แ€ผแ€ฑแ€›แ€พแ€„แ€บแ€ธแ€”แ€Šแ€บแ€ธแ€™แ€ปแ€ฌแ€ธ แ€€แ€ญแ€ฏแ€œแ€Šแ€บแ€ธ แ€•แ€ฑแ€ธแ€†แ€ฑแ€ฌแ€„แ€บแ€•แ€ซแ€žแ€Šแ€บแ‹ แ€žแ€„แ€ทแ€บแ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€กแ€แ€ฝแ€€แ€บ แ€กแ€‘แ€ฐแ€ธแ€•แ€ผแ€ฏแ€œแ€ฏแ€•แ€บแ€‘แ€ฌแ€ธแ€žแ€Šแ€ทแ€บ แ€แ€ปแ€ญแ€แ€บแ€†แ€€แ€บแ€แ€ผแ€„แ€บแ€ธแ€™แ€ปแ€ฌแ€ธ แ€žแ€ญแ€ฏแ€ทแ€™แ€Ÿแ€ฏแ€แ€บ แ€œแ€ฏแ€ถแ€แ€ผแ€ฏแ€ถแ€›แ€ฑแ€ธแ€กแ€„แ€บแ€นแ€‚แ€ซแ€›แ€•แ€บแ€™แ€ปแ€ฌแ€ธแ€œแ€ญแ€ฏแ€กแ€•แ€บแ€•แ€ซแ€€ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแ€†แ€ฎ แ€žแ€„แ€บแ€ทแ€แ€„แ€บแ€‘แ€ฌแ€ธแ€•แ€ซแ‹

แ€žแ€„แ€ทแ€บแ€…แ€ฌแ€›แ€ฝแ€€แ€บแ€…แ€ฌแ€แ€™แ€บแ€ธแ€™แ€ปแ€ฌแ€ธ แ€…แ€ฎแ€™แ€ถแ€แ€”แ€ทแ€บแ€แ€ฝแ€ฒแ€™แ€พแ€ฏแ€œแ€ฏแ€•แ€บแ€„แ€”แ€บแ€ธแ€…แ€‰แ€บแ€€แ€ญแ€ฏ แ€™แ€ผแ€พแ€„แ€ทแ€บแ€แ€„แ€บแ€œแ€ญแ€ฏแ€•แ€ซแ€žแ€œแ€ฌแ€ธ? Facebook Messenger แ€™แ€พแ€แ€†แ€„แ€ทแ€บ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแ€€แ€ญแ€ฏ แ€†แ€€แ€บแ€žแ€ฝแ€šแ€บแ แ€กแ€แ€™แ€ฒแ€ท แ€กแ€€แ€ผแ€ถแ€•แ€ผแ€ฏแ€แ€ปแ€€แ€บ แ€€แ€ญแ€ฏ แ€…แ€ฎแ€…แ€‰แ€บแ€•แ€ซแ‹ แ€€แ€ปแ€ฝแ€”แ€บแ€ฏแ€•แ€บแ€แ€ญแ€ฏแ€ทแ แ€”แ€Šแ€บแ€ธแ€•แ€Šแ€ฌแ€แ€›แ€ฎแ€ธแ€€แ€ญแ€ฏ แ€กแ€แ€ฐแ€แ€€แ€ฝ แ€™แ€ผแ€พแ€„แ€บแ€ทแ€แ€„แ€บแ€€แ€ผแ€…แ€ญแ€ฏแ€ท! ๐Ÿš€๐Ÿ’ผ

๐Ÿ”— www.geni.asia

๐Ÿš€ ๐—›๐—ผ๐˜„ ๐——๐—ผ๐—ฒ๐˜€ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—œ๐—บ๐—ฝ๐—ฎ๐—ฐ๐˜ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น ๐—ฃ๐—ฒ๐—ฟ๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐—ป๐—ฐ๐—ฒ? ๐—œ๐—ป๐˜€๐—ถ๐—ด๐—ต๐˜๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—š๐—ฃ๐—ง-๐—ก๐—ฒ๐—ผ-๐Ÿญ.๐Ÿฏ๐—• ๐Ÿš€We recently explored the effects of variou...
17/05/2024

๐Ÿš€ ๐—›๐—ผ๐˜„ ๐——๐—ผ๐—ฒ๐˜€ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—œ๐—บ๐—ฝ๐—ฎ๐—ฐ๐˜ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น ๐—ฃ๐—ฒ๐—ฟ๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐—ป๐—ฐ๐—ฒ? ๐—œ๐—ป๐˜€๐—ถ๐—ด๐—ต๐˜๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—š๐—ฃ๐—ง-๐—ก๐—ฒ๐—ผ-๐Ÿญ.๐Ÿฏ๐—• ๐Ÿš€

We recently explored the effects of various quantization methods on the GPT-Neo-1.3B model using Hugging Face's BitsAndBytes library. The testing was conducted on Google Colab with a T4 GPU. Here's what we found regarding ex*****on time, perplexity, and memory usage:

๐Ÿฐ๐—ฏ๐—ถ๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฒ๐—ฑ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น:

๐—˜๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ถ๐—บ๐—ฒ: 25.62 seconds
๐—ฃ๐—ฒ๐—ฟ๐—ฝ๐—น๐—ฒ๐˜…๐—ถ๐˜๐˜†: 1.26
๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† ๐—™๐—ผ๐—ผ๐˜๐—ฝ๐—ฟ๐—ถ๐—ป๐˜: 919.88 MB
๐—ฆ๐˜‚๐—บ๐—บ๐—ฎ๐—ฟ๐˜†: This model offers the best balance with low perplexity, moderate ex*****on time, and efficient memory usage. It's ideal for scenarios where computational resources are limited.
๐Ÿด๐—ฏ๐—ถ๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฒ๐—ฑ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น:

๐—˜๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ถ๐—บ๐—ฒ: 63.31 seconds
๐—ฃ๐—ฒ๐—ฟ๐—ฝ๐—น๐—ฒ๐˜…๐—ถ๐˜๐˜†: 1.38
๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† ๐—™๐—ผ๐—ผ๐˜๐—ฝ๐—ฟ๐—ถ๐—ป๐˜: 1,425.14 MB
๐—ฆ๐˜‚๐—บ๐—บ๐—ฎ๐—ฟ๐˜†: Despite having the longest ex*****on time and highest perplexity among quantized models, this model might be preferred in applications that require higher text quality. However, it is not suitable for resource-constrained environments.
๐——๐—ฒ๐—ณ๐—ฎ๐˜‚๐—น๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฒ๐—ฑ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น:

๐—˜๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ถ๐—บ๐—ฒ: 25.17 seconds
๐—ฃ๐—ฒ๐—ฟ๐—ฝ๐—น๐—ฒ๐˜…๐—ถ๐˜๐˜†: 1.28
๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† ๐—™๐—ผ๐—ผ๐˜๐—ฝ๐—ฟ๐—ถ๐—ป๐˜: 919.88 MB
๐—ฆ๐˜‚๐—บ๐—บ๐—ฎ๐—ฟ๐˜†: Similar to the 4bit model in terms of ex*****on time and memory footprint, but with a slightly higher perplexity. It provides a good alternative when seeking a balance between performance and resource usage.
๐—ข๐—ฟ๐—ถ๐—ด๐—ถ๐—ป๐—ฎ๐—น ๐— ๐—ผ๐—ฑ๐—ฒ๐—น:

๐—˜๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ถ๐—บ๐—ฒ: 16.59 seconds
๐—ฃ๐—ฒ๐—ฟ๐—ฝ๐—น๐—ฒ๐˜…๐—ถ๐˜๐˜†: 1.33
๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† ๐—™๐—ผ๐—ผ๐˜๐—ฝ๐—ฟ๐—ถ๐—ป๐˜: 5,262.41 MB
๐—ฆ๐˜‚๐—บ๐—บ๐—ฎ๐—ฟ๐˜†: The original model offers the fastest ex*****on time but at the cost of significantly higher memory usage. It is best suited for high-resource environments where memory is not a constraint.
BitsAndBytes Quantization
For this analysis, we utilized the BitsAndBytes quantization methods from Hugging Face:

๐Ÿฐ๐—ฏ๐—ถ๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Significantly reduces model size and memory usage while maintaining good performance.
๐Ÿด๐—ฏ๐—ถ๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Balances model size and performance, offering a trade-off between ex*****on time and text quality.
๐——๐—ฒ๐—ณ๐—ฎ๐˜‚๐—น๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฒ๐—ฑ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น: Provides a middle ground, ensuring efficient resource usage with consistent performance.
Key Takeaways
๐Ÿฐ๐—ฏ๐—ถ๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Recommended for balanced performance and efficiency, making it suitable for most use cases, especially where resources are limited.
๐Ÿด๐—ฏ๐—ถ๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Best for applications prioritizing text generation quality, provided there are sufficient computational resources.
๐——๐—ฒ๐—ณ๐—ฎ๐˜‚๐—น๐˜ ๐—ค๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฒ๐—ฑ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น: A viable alternative to the 4bit model, offering a similar balance of performance and resource usage.
๐—ข๐—ฟ๐—ถ๐—ด๐—ถ๐—ป๐—ฎ๐—น ๐— ๐—ผ๐—ฑ๐—ฒ๐—น: Optimal for high-resource environments due to its fast ex*****on time and higher memory requirements.
Quantization significantly affects the GPT-Neo-1.3B model's performance. The 4bit and Default models offer excellent trade-offs, while the 8bit model, despite higher resource demands, excels in text quality.

Stay tuned for more updates and insights as we continue to optimize and explore model performance! ๐ŸŒŸ

Address

NO. 6-C, YUZANA Street, 4 QUARTER, HLAING TOWNSHIP, YANGON
Yangon

Opening Hours

Monday 09:00 - 17:00
Tuesday 09:00 - 17:00
Wednesday 09:00 - 17:00
Thursday 09:00 - 17:00
Friday 09:00 - 17:00

Alerts

Be the first to know and let us send you an email when GENIus Information Technology posts news and promotions. Your email address will not be used for any other purpose, and you can unsubscribe at any time.

Contact The Business

Send a message to GENIus Information Technology:

Share