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Continuous Learning_Startup & Investment

Continuous Learning_Startup & Investment

Kanalga Telegramโ€™da oโ€˜tish

We journey together through the captivating realms of entrepreneurship, investment, life, and technology. This is my chronicle of exploration, where I capture and share the lessons that shape our world. Join us and let's never stop learning!

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I'm listening to an episode of Founders on Everand. Check it out: https://www.everand.com/podcast/574464838

A decade ago we would've thought a single-person-company had no chance of reaching a billion dollar valuation ๐Ÿ’ธ

Repost from Nikkei Asia
Japan wage talks start amid hopes for return to 'virtuous cycle' Business executives and labor union leaders across Japan kic
Japan wage talks start amid hopes for return to 'virtuous cycle' Business executives and labor union leaders across Japan kicked off negotiations to set wages for the new fiscal year, with continued inflation and strong corporate earnings raising hopes for the largest pay hike in three decades. Read more here

4 M sudden cardiac events per year, 700k deaths, and $1 T in societal costs - 70% likely avoidable w universal calcium CT exams over age 40. Donโ€™t rely on โ€œgood cholesterolโ€ - $100 and 30 mins can save your life. My childhood buddy listened and it likely saved his life. 90% blockage in his LDA and 70% blockage in his coronary artery despite ZERO symptoms. But bc of a simple Calcium CT exam he is alive and playing hockey tonight only 30 days after treatment.

Youโ€™re going to view on a daily basis on my dock on my iPhone I have notes and notes is something that I check every single day I have a note for every single person that I encounter in the company I have a note for every single thing that Iโ€™m that Iโ€™m doing every person that I talk with in the company such as Sarah fryer or CFO at square has one specific note in my notepad and anytime I need to talk to her about something I write it down. The one thing I would ask you to do walking out of this is to every single day just for a week up to this note check it throughout the day and then also before you fall asleep. Jackโ€™s do lists Stay present. Be vulnerable show people my mistakes show people my fears because they can relate because theyโ€™re going through similar things Drink only lemon water and red wine. Six sets of 20 squats and push-ups throughout the day Donโ€™t list Donโ€™t avoid eye contact Donโ€™t be late Donโ€™t set expectations for someone and not meet them. Donโ€™t eat sugar Donโ€™t drink hard liquor or beer on the weekdays

๋นŒ ์œŒ์‰ฌ: ๋ฐ‘๋ฐ”๋‹ฅ์ด์—ˆ๋˜ footballํŒ€์„ ์ •์ƒ์œผ๋กœ ์˜ฌ๋ฆฐ ๋ ˆ์ „๋“œ ์ฝ”์น˜. ๋””ํ…Œ์ผ์„ ์ค‘์‹œํ•˜๊ณ  ์„ ์ˆ˜๋“ค์—๊ฒ ์Šน๋ฆฌํ•˜๋Š” ๊ฒƒ๋ณด๋‹ค ๊น”๋”ํ•œ ๋ฝ์ปค์™€ ์˜ท๋งค๋ฌด์„ธ๋ฅผ ๊ฐ•์กฐํ–ˆ์Œ. ์•„์ด๋””์–ด๋ฅผ ๊ฐ€์ง€๊ณ , ์•„์ด๋””์–ด์˜ ๋ชฉ์ ์„ ์„ธ์› ์œผ๋ฉด ๊ทธ ๋ชฉ์ ์„ ์‹คํ˜„ํ•ด ์ค„ ์ตœ๊ณ ์˜ ์ธ์žฌ๋ฅผ ์ฐพ์•„์•ผํ•œ๋‹ค. ๋ฆฌ๋”์‹ญ์œผ๋กœ์„œ ํ•ด์•ผํ•  ์ผ ํผํฌ๋จผ์Šค์˜ ํ‰๊ฐ€ ๊ธฐ์ค€์„ ์„ธ์›Œ์•ผํ•ฉ๋‹ˆ๋‹ค. ๋ฌด์—‡์ด ํŒ€์˜ ์ƒ์‚ฐ์„ฑ์— ๋„์›€์ด ๋˜๋Š”์ง€ ์ •์˜ํ•ด์•ผํ•จ. ํŒ€์›๋“ค์—๊ฒŒ ์ด๋Ÿฌํ•œ ๊ธฐ์ค€๊ณผ ๊ฒฐ๊ณผ์— ๋Œ€ํ•œ ๋†’์€ ๊ธฐ๋Œ€๋ฅผ ํˆฌ๋ช…ํ•˜๊ฒŒ ์ „๋‹ฌํ•  ์ˆ˜ ์žˆ์–ด์•ผํ•ฉ๋‹ˆ๋‹ค. ํŒ€์›๋“ค์—๊ฒŒ ๊ทธ๋“ค์˜ ์—…๋ฌด ์ „๋ฌธ์„ฑ๊ณผ ๋†’์€ ์ฑ…์ž„๊ฐ์— ๋Œ€ํ•ด ํฐ ๊ธฐ๋Œ€๋ฅผ ๊ฐ€์ง€๊ณ  ์žˆ์Œ์„ ๋ช…ํ™•ํžˆ ์–˜๊ธฐํ•ฉ๋‹ˆ๋‹ค. ํŒ€๋‚ด์— ํ†ต์šฉ๋˜๋Š” ๊ธฐ์ค€๊ณผ ๋ฐฉ๋ฒ•๋ก ๊ณผ ๋ณ„๊ฐœ๋กœ, ํŒ€์›๋“ค์—๊ฒŒ ์—ฌ๋Ÿฌ๋ถ„์˜ ๊ฐ€์น˜์™€ ์ฒ ํ•™์„ ๋ช…ํ™•ํžˆ ์•Œ๋ ค์ฃผ์„ธ์š”. ํŒ€์›๋“ค์˜ ๊ด€๊ณ„์™€ ํ™•์ •์„ฑ์— ์ง‘์ค‘ํ•˜์„ธ์š”. ์กฐ์ง๊ณผ ๊ฐœ์ธ์˜ ๋ฐœ์ „์„ ์œ„ํ•ด์„œ ๋Šฅ๋ ฅ์— ๋Œ€ํ•œ ๋ช…ํ™•ํ•œ ๊ธฐ์ค€๊ณผ ๊ธฐ๋Œ€์น˜๋ฅผ ์ •ํ•˜์„ธ์š”. ์—ฌ๋Ÿฌ๋ถ„์ด ํŒ€์„ ๋งŒ๋“ค ๋•Œ ๊ฐ ํŒ€์›๋“ค์—๊ฒŒ ์š”๊ตฌ๋˜๋Š” ๋Šฅ๋ ฅ์— ๋Œ€ํ•ด ๋ช…ํ™•ํ•œ ๊ธฐ์ค€๊ณผ ๊ธฐ๋Œ€์น˜๋ฅผ ๊ฐ€์ง€๊ณ  ์žˆ์–ด์•ผํ•ฉ๋‹ˆ๋‹ค. ์ด๋Ÿฐ ๋Šฅ๋ ฅ์— ๋Œ€ํ•œ ๊ธฐ์ค€์„ ์ •ํ•˜๋Š” ๊ฒŒ ์‰ฌ์›Œ๋ณด์ด์ง€๋งŒ ์ด ๊ธฐ์ค€์ด ์—†๋‹ค๋ฉด ์™ธ๋ถ€์˜ ๊ธฐ๋Œ€์น˜์— ๋Œ๋ ค๋‹ค๋‹ˆ๊ธฐ ์‰ฝ๋‹ค. ๋ฆฌ๋”๊ฐ€ ๋˜๊ธฐ ์œ„ํ•œ 12๊ฐ€์ง€ To-do Be yourself Be comitted to excellence Be positive Be prepared. Good luck is the product of good preparing. Be detail oriented. Be organized. Be accountable. Be your nearsighted and farsighted. Be fair. Be firm Be flexible. Believe yourself Be a leader What not to do Exhibit patience paralyzing patiences. Engage in delegating massive delegating or conversely engaging too little delegating. Act in a tedious overly cautious manner. Become best buddies with certain employees playing favoritism. Spend excessive amounts of time socializing with superiors or subordinates. Fail to continue hard-nosed performance evaluations of long time or tenured staff members the ones most likely to go on cruise control or to relax. So many startups that start early have the least pressure in the company when they should actually have the most pressure in the company. Fail to actively participate in efforts to praise and acquire new hires Trust others to carry out your fundamental duties. Find ways to get out from under the responsibilities of your position to move accountabilities from yourself to others the blame game. Promote organization environment that is comfortable and laid back in the misbelief that the workplace should be fun, light-hearted and free from appropriate levels of tension and urgency. You want both. you want to contrast between fun and also having a good amount of tension. General Patentโ€™s lists during world war 1 Praise is better than blame. Use every means before and after combat to tell troops what they are going to do and what they have done. This goes back to setting expectations and making sure everything everyone knows whatโ€™s expected of them and what to prepare for. Discipline is based on pride in the profession of arms on meticulous attention respect and confidence. Officers must assert themselves by example and voice. General officer must be seen in the front line during action. Again show donโ€™t tell. There is a tendency for the chain of command to overload junior officers by excessive requirements and the way of training and reports. As you continue to build as you succeed, there develops what Bill Walsh calls a disease which is success disease. What happens when you really start winning. How could we prevent this? Formally celebrate and observe the momentous achievement the victory and make sure that everyone feels ownership of it. Allow pats on the back for a limited time. Be apprehensive about applause. Develop a plan for your staff that gets him back into the mode of operation that produce success in the first place. Address specific situations that need Shoring up focus on the mistakes that were made and things that were not up to Snuff in the success. Be demanding do not relax Donโ€™t fall prey to overconfidence so that you can feel you can change you can or should make change for the sake of change. Use the time immediately following success as an opportunity to make hard decisions There was never a better time to do the hard things when things are going extremely well and that can be as an individual that can be as a team as well. Never fall prey to the belief that getting to the top makes everything easy. It doesnโ€™t. It makes it harder Recognize that Mastery is a process not a destination.

์‹ค๋ฆฌ์ฝ˜๋ฐธ๋ฆฌ์™€ ์—ฌ๋Ÿฌ ๋‚˜๋ผ, ์—ฌ๋Ÿฌ ๋Œ€ํ•™์˜ ๋‹ค์–‘ํ•œ ์ฐฝ์—… ์ƒํƒœ๊ณ„๋ฅผ ๊ฒฝํ—˜ํ•˜๋ฉฐ ๊ฐ€์žฅ ์ค‘์š”ํ•˜๊ฒŒ ๋ฐฐ์šด ๋‹จ์ˆœํ•œ ์‚ฌ์‹ค์€ ๋™์„œ์–‘์„ ๋ง‰๋ก ํ•˜๊ณ  ์‚ฌ๋žŒ์€ ์‚ฌ๋žŒ์—๊ฒŒ ์˜ํ–ฅ์„ ๋งŽ์ด ๋ฐ›๋Š”๋‹ค๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ํ˜น์ž๋Š” ๋‚˜๋Š” ๋‹ค๋ฅธ ์‚ฌ๋žŒ์„ ์‹ ๊ฒฝ์“ฐ์ง€ ์•Š๊ณ  ๋‚ด ๊ฐ€์Šด์ด ์ด๋„๋Š”๋Œ€๋กœ ์‚ฐ๋‹ค๊ณ  ๋งํ•  ์ˆ˜๋„ ์žˆ์ง€๋งŒ ๊ทธ ๋˜ํ•œ ์ฃผ๋ณ€ ์‚ฌ๋žŒ๋“ค๋กœ๋ถ€ํ„ฐ ์˜ํ–ฅ๋ฐ›์ง€ ์•Š๋Š” ์˜จ์ „ํžˆ ์ž์‹ ๋งŒ์˜ ๋…ธ๋ ฅ์˜ ๊ฒฐ๊ณผ๋ฌผ ๋˜๋Š” ๊ธฐ์งˆ์ด๋ผ๊ณ ๋งŒ ๋งํ•˜๊ธฐ ์–ด๋ ต์Šต๋‹ˆ๋‹ค. ์˜ˆ๋ฅผ ๋“ค์–ด ์‹ค๋ฆฌ์ฝ˜๋ฐธ๋ฆฌ์— ์ฐฝ์—…์ž๋“ค์ด ๋งŽ์€ ์ด์œ ์—๋Š” ๊ทธ๋ƒฅ ์ฃผ๋ณ€์— ๊ธฐ์—…๊ฐ€๋“ค์ด ๋งŽ๊ณ  ์„ฑ๊ณตํ•œ ์‚ฌ๋žŒ๋“ค์ด ๋งŽ์•„์„œ ์ž…๋‹ˆ๋‹ค. ์ข€ ๋” ํŒŒ๊ณ ๋“ค์–ด๊ฐ€์„œ ์ƒ๊ฐํ•ด๋ณด๋ฉด ์• ์ดˆ์— ์ด๋ฏผ์ž ๊ธฐ์—…๊ฐ€๋“ค์ด ๋ฏธ๊ตญ ๋™๋ถ€๋กœ ๊ฑด๋„ˆ์™”๊ณ  ๊ทธ์ค‘์—์„œ๋„ ํ˜ธ๊ธฐ์‹ฌ ๋งŽ์€ ์‚ฌ๋žŒ๋“ค์ด ์„œ๋ถ€์— ๊ฑด๋„ˆ์™”์œผ๋ฉฐ ์ „์Ÿ, ๋ƒ‰์ „ ๋“ฑ ์—ฌ๋Ÿฌ๊ฐ€์ง€ ์ด์œ ๋“ค๋กœ ๊ทธ ๊ธฐ์—…๊ฐ€์ •์‹ ์ด ํˆฌ์ฒ ํ•œ ์‚ฌ๋žŒ๋“ค์—๊ฒŒ ํ˜์‹  ๊ธฐ์ˆ ์„ ์—ฐ๊ตฌํ•˜๊ณ  ์‚ฌ์—…ํ™” ํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐํšŒ๋“ค์ด ์ฃผ์–ด์กŒ์Šต๋‹ˆ๋‹ค. ์‹ค๋ฆฌ์ฝ˜๋ฐธ๋ฆฌ ์ž๋ณธ์ด ๊ฐ•๋ ฅํ•œ ์ด์œ ๋Š” ๋ฏธ๊ตญ์ด๋ผ์„œ, ๋‹ฌ๋Ÿฌ๊ฐ€ ๊ฐ•๋ ฅํ•ด์„œ๋„ ์žˆ์ง€๋งŒ ๋ฏธ์นœ ์ƒ๊ฐ๊ณผ ์•„์ด๋””์–ด์— ์žฅ๊ธฐ์ ์œผ๋กœ ๋ˆ์„ ๋ชฐ๋นตํ–ˆ์„ ๋•Œ ๋Œ€๋ฐ• ์„ฑ๊ณต์ด ์ผ์–ด๋‚˜๋Š” ๊ฒƒ์„ ์ถ•์ ๋œ ๊ฒฝํ—˜์œผ๋กœ ์•Œ๊ณ ์žˆ๊ธฐ ๋•Œ๋ฌธ์— ๊ทธ๋Ÿฐ ๋ฒ ํŒ…์„ ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ์ฃผ๋ณ€ ํ™˜๊ฒฝ๊ณผ ์—ญ์‚ฌ, ๋ฌด์–ด์˜ ๋ฒ•์น™๊ณผ ๊ฐ™์€ ์‚ฌ์ƒ๋“ค์ด ์ด๋ฅผ ๋’ท๋ฐ›์นจํ•ฉ๋‹ˆ๋‹ค. ๋ช…๋ฌธ๋Œ€์ƒ๋“ค์ด ์ฐฝ์—…์„ ๋” ๋งŽ์ด ํ•˜๋Š” ์ด์œ ๋Š” ์ด ๋ถ„๋“ค์ด ๋จธ๋ฆฌ๊ฐ€ ์ข‹๊ณ  ํ˜์‹ ๊ธฐ์ˆ , ์ƒˆ๋กœ์šด ํ•™๋ฌธ์ด ๋‹ค๋ฅธ ๋Œ€ํ•™๋“ค๋ณด๋‹ค ๋จผ์ € ๋ณด๊ธ‰๋˜๋Š” ๋“ฑ์˜ ์ค‘์š”ํ•œ ์š”์ธ๋“ค์ด ์žˆ์ง€๋งŒ, ์ข…ํ•ฉ์ ์œผ๋กœ ์ฃผ๋ณ€์— ์ฐฝ์—…์„ ํ•˜๋Š” ์นœ๊ตฌ๋“ค, ์„ฑ๊ณตํ•œ ์‚ฌ๋žŒ๋“ค์„ ๋ณด๊ธฐ๊ฐ€ ์‰ฝ๊ธฐ ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค. ๋ฐ•๊ทผํ˜œ ์ •๋ถ€ ์‹œ์ ˆ ์ œ๊ฐ€ ๋‹ค๋…”๋˜ ๋™๊ตญ๋Œ€ํ•™๊ต๋Š” ์ฐฝ์—…์ค‘์‹ฌ๋Œ€ํ•™์œผ๋กœ ์—ฐ์„ธ๋Œ€์™€ ์–ด๊นจ๋ฅผ ๋‚˜๋ž€ํžˆ ํ•  ์ •๋„๋กœ ์—ฌ๋Ÿฌ๊ฐ€์ง€ ๋ฉด์—์„œ ์ข‹์€ ํ‰๊ฐ€๋ฅผ ๋ฐ›๊ธฐ๋„ ํ–ˆ๋Š”๋ฐ์š”, ์„ฑ๊ณตํ•œ ์„ ๋ฐฐ๋ฅผ ํ•™๊ต ๋‹ค๋‹ˆ๋Š” ๋™์•ˆ์— ๋ณผ ๊ธฐํšŒ๊ฐ€ ํ•œ๋ฒˆ๋„ ์—†์—ˆ์Šต๋‹ˆ๋‹ค. ๊ทธ๋งŒํผ ์ฐฝ์—…ํ•ด์„œ ์„ฑ๊ณตํ•œ ์„ ๋ฐฐ๊ฐ€ ์—†์—ˆ๋‹ค๋Š” ๋ง์ด๊ธฐ๋„ ํ•˜๊ณ , ์„ฑ๊ณตํ•œ ์„ ๋ฐฐ๋“ค์—๊ฒŒ ๋ชจ๊ต๊ฐ€ ์šฐ์„ ์ˆœ์œ„๊ฐ€ ์•„๋‹ˆ๋ผ๋Š” ๋œป์ด๊ธฐ๋„ ํ•  ํ…๋ฐ์š”, ์ปดํ“จํ„ฐ๊ณตํ•™๊ณผ๋„ ์„œ์šธ๋Œ€, ์นด์ด์ŠคํŠธ ๋Œ€๋น„ ๋Šฆ๊ฒŒ ์ƒ๊ฒผ๊ณ  ๋™๋ฌธ๋“ค์ด PC, ์ธํ„ฐ๋„ท์„ ์ด๋ฏธ ๋‹ค ๋†“์น˜๋ฉด์„œ ์„ฑ๊ณตํ•œ ์„ ๋ฐฐ๊ฐ€ ์—†์—ˆ๋˜ ๊ฒƒ์ž…๋‹ˆ๋‹ค. ํ•œ๊ตญ์˜ ์—ฌ๋Ÿฌ ๋Œ€ํ•™๋“ค์ด๋‚˜ ์„ธ๊ณ„ ์—ฌ๋Ÿฌ ๋‚˜๋ผ๋“ค์„ ๋ฐฉ๋ฌธํ•ด์„œ ๊ทธ ๋‚˜๋ผ ์ฒญ๋…„๋“ค๊ณผ ์ด์•ผ๊ธฐ๋ฅผ ๋‚˜๋ˆ ๋ณด๋ฉด ์ฒœ์žฌ ๊ฐœ๋ฐœ์ž์— ๋””์ž์ธ๋„ ์—„์ฒญ ์ž˜ํ•˜๋Š”๋ฐ ๊ทธ๋ƒฅ ๋ณธ์ธ์ด ์ฐฝ์—…์„ ํ•  ์ˆ˜ ์žˆ๋‹ค, ๋ณธ์ธ์˜ ์•„์ด๋””์–ด๋กœ ์ž๊ทธ๋งŒํ•œ ๋ณ€ํ™”๋ฅผ ๋งŒ๋“ค ์ˆ˜ ์žˆ๋‹ค๋Š” ์‚ฌ์‹ค ์ž์ฒด๋ฅผ ๊นจ๋‹ซ์ง€ ๋ชปํ•˜๋Š” ์‚ฌ๋žŒ๋“ค์ด ๋งŽ์Šต๋‹ˆ๋‹ค. ์—ฌ๋Ÿฌ๊ฐ€์ง€ ์ด์œ ๊ฐ€ ์žˆ๊ฒ ์ง€๋งŒ ๊ทธ๋ƒฅ ์ฃผ๋ณ€์— ๊ทธ๋Ÿฐ ์‚ฌ๋žŒ๋“ค์ด ์—†๊ธฐ ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค.

https://www.morningfuture.com/en/2018/11/02/bending-spoons-download-app/ Bending Spoonsโ€™ recipe for success is all about their approach and is based around three key points: Technology, which helps automate and eliminate manual and repetitive tasks; data, because decisions taken in a company are based around mathematical models that predict usersโ€™ future behaviour; and, most importantly, people. โ€œWe invest a lot more resources first in selecting staff and then in helping those who work for us to grow and in making them happy. They are the most important asset we have,โ€ says the founder. โ€œWhat has brought us success in this extremely competitive field is having professionalised the sector: our strategy is not to focus on one category but to develop applications in very different categories.โ€ In order to have a significant impact on life, the best way is to look at things from a point of view that is completely different to all others. There are 70 people working at Bending Spoons, consisting of nine nationalities. 10% are foreigners and 30% women. Software engineers are the most sought after employees โ€“ and itโ€™s the role for which it is typically the most difficult to hire โ€“ but recently, the company has hired into other areas, such as marketing. โ€œLots of young Italians study and go abroad to work for big companies like Google and Facebook. Itโ€™s also likely that the universities donโ€™t provide enough training for the professions,โ€ explains Matteo Danieli. โ€œWe find it very difficult to find young women to hire, especially in this field. I think the problem is linked to a cultural and social issue โ€“ for some reason they find themselves directed towards other types of careers. We would be very happy to welcome loads of them.โ€ Bending Spoonsโ€™ recipe for success is all about the approach and is based around three key points: technology, data and, most importantly, people.

๋ฒค์ฒ˜ํˆฌ์ž๋Š” ์–ธ์ œ๋‚˜ ์†Œ์ˆ˜ ์˜๊ฒฌ์— ๋Œ€ํ•œ ๋ฒ ํŒ…์ด๊ณ , ๋‹ค๋ฅธ ์‚ฌ๋žŒ๋“ค์ด ์ด๋ฏธ ์ฃผ๋ชฉํ•˜๊ฑฐ๋‚˜ ๋งŽ์€ ์ด๋“ค์ด ์–˜๊ธฐํ•˜๊ธฐ ์‹œ์ž‘ํ–ˆ์„ ๋•Œ์—๋Š” ์†Œ์œ„ ๋งํ•ด ์•ŒํŒŒ๋ฅผ ์–ป์„ ์ˆ˜ ์žˆ๋Š” ๊ธฐํšŒ๊ฐ€ ์‚ฌ๋ผ์ง์„ ์˜๋ฏธํ•ฉ๋‹ˆ๋‹ค. ์ดˆ๊ณผ์ˆ˜์ต์˜ ๊ธฐ๋ณธ์€ ์ •๋ณด์˜ ๋น„๋Œ€์นญ์ด์ž ๊ด€์ ์˜ ์ƒ์ดํ•จ์— ์žˆ๊ธฐ ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค. ๊ทธ๋ž˜์„œ ์ €๋Š” ์˜๋„์ ์œผ๋กœ ์ฒญ๊ฐœ๊ตฌ๋ฆฌ์ฒ˜๋Ÿผ ์‚ฌ๊ณ ํ•˜๊ธฐ ์œ„ํ•ด ๋…ธ๋ ฅํ•ฉ๋‹ˆ๋‹ค. ์‚ฌ๋žŒ๋“ค์ด ์ข‹๋‹ค๊ณ  ์–˜๊ธฐํ•˜๋Š” ๊ฒƒ์€ ๊ฒฝ๊ณ„ํ•˜๊ณ , ์‚ฌ๋žŒ๋“ค์ด ๋ณ„๋กœ๋ผ๊ฑฐ๋‚˜ ๊ด€์‹ฌ์ด ์‹์€ ๊ฒƒ๋“ค์— ์ฃผ๋ชฉํ•ฉ๋‹ˆ๋‹ค. ๋Œ€์„ธ๋ฅผ ๋”ฐ๋ฅด์ง€ ์•Š๊ธฐ ์œ„ํ•ด ์ตœ์„ ์„ ๋‹คํ•˜๊ณ , ๊ทธ๋Ÿผ์—๋„ ๋ถˆ๊ตฌํ•˜๊ณ  ๋”ฐ๋ฅผ ์ˆ˜ ๋ฐ–์— ์—†๋Š” ๊ด€์„ฑ์ด ์‚ฌ๋žŒ์˜ ๋ณธ์„ฑ์—๋„ ๊ฐ€๊น๋‹ค๋ณด๋‹ˆ ์˜์‹์ ์œผ๋กœ ๋ฐ˜๋Œ€ ํฌ์ง€์…˜์„ ์ทจํ•˜๊ฑฐ๋‚˜ ๋ฐ˜๋Œ€ ํฌ์ง€์…˜์—์„œ ์งˆ๋ฌธํ•˜๊ธฐ ์œ„ํ•ด ๋…ธ๋ ฅํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋Ÿผ ๋‹ค์‹œ ๋Œ์•„๊ฐ€๋ณด๋ฉด, ํŠน์ • ์‹œ์žฅ์— ๋…๊ณผ์ ์ ์ธ ํ”Œ๋ ˆ์ด์–ด๊ฐ€ ์กด์žฌํ•œ๋‹ค๋Š” ๊ฒƒ์€ ์˜คํžˆ๋ ค ๋งค์šฐ ํฐ ๊ธฐํšŒ์ผ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ํŠนํžˆ ๋…๊ณผ์ ์ ์ธ ํ”Œ๋ ˆ์ด์–ด๊ฐ€ ์žˆ๋Š”๋ฐ ์„ฑ์žฅ๋ฅ ์€ ๋‹ค์†Œ ๋–จ์–ด์ง€๊ณ  ์ด์ต๋ฅ ์ด ์—„์ฒญ๋‚˜๋‹ค๋ฉด, ๊ทธ๊ฒƒ์ด์•ผ๋ง๋กœ ํ˜์‹ ์˜ ๋‹จ์ดˆ๊ฐ€ ๋ฉ๋‹ˆ๋‹ค. ์ œํ”„ ๋ฒ ์กฐ์Šค๊ฐ€ ํ–ˆ๋˜ ์ด์•ผ๊ธฐ์ฒ˜๋Ÿผ, ๋‹น์‹ ์˜ ์ด์ต๋ฅ ์€ ๋‚˜์—๊ฒŒ ๊ธฐํšŒ๊ฐ€ ๋˜๋‹ˆ๊นŒ์š”. ๋”ฐ๋ผ์„œ ์ €๋Š” ๊ฐœ์ธ์ ์œผ๋กœ ํฐ ์‹œ์žฅ์˜ ์ž‘์€ ๋ฌธ์ œ๋ฅผ ์ข‹์•„ํ•ฉ๋‹ˆ๋‹ค. ๊ณจ๋ฆฌ์•—์ด ์กด์žฌํ•˜๋Š” ์‹œ์žฅ์—์„œ ๊ณจ๋ฆฌ์•—์˜ ๊ธ‰์†Œ๋ฅผ ์ฐพ์•„ ๋‚ ์นด๋กญ๊ฒŒ ๊ณต๋žตํ•˜๋Š” ๊ณ„ํš์„ ๊ฐ€์ง„ ํŒ€์„ ์ข‹์•„ํ•ฉ๋‹ˆ๋‹ค. ์ด๋Š” ์ž‘์€ ์‹œ์žฅ์˜ ์ž‘์€ ๋ฌธ์ œ๋ฅผ ํ‘ธ๋Š” ๊ฒƒ์ด๋‚˜, ๊ณจ๋ฆฌ์•—์ด ์•„๋‹Œ ๋‹ค์œ—์„ ์ฐพ์•„ ๊ทธ์˜ ๊ธ‰์†Œ๋ฅผ ๊ณต๋žตํ•˜๋Š” ๊ฒƒ๊ณผ๋Š” ์—„์—ฐํžˆ ๋‹ค๋ฅธ ๊ด€์ ์ž…๋‹ˆ๋‹ค. ์‹œ์žฅ์˜ 1์œ„ ์‚ฌ์—…์ž๊ฐ€ ๋„ˆ๋ฌด ์Ž„๋ณด์—ฌ์„œ ๊ทธ ์‹œ์žฅ์„ ๋ฒ„๋ฆฌ๊ณ  ๋‹ค๋ฅธ ์‹œ์žฅ์„ ์ฐพ๋Š”๋‹ค๋Š” ์ ‘๊ทผ์€ ๋•Œ๋ก  ์˜๋ฆฌํ•œ ์ ‘๊ทผ์ผ ์ˆ˜๋Š” ์žˆ์ง€๋งŒ, ์—„์ฒญ๋‚˜๊ฒŒ ํฐ ๊ธฐํšŒ๊ฐ€ ๋˜๊ธด ์–ด๋ ค์šธ ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค. ๊ฒฐ๊ตญ ํšŒ์‚ฌ์˜ ํฌ๊ธฐ๋Š” ์‹œ์žฅ์˜ ํฌ๊ธฐ์™€ ๊ฒฝ์Ÿ ์šฐ์œ„์˜ ๊ณฑํ•˜๊ธฐ์ด๋‹ˆ๊นŒ์š”. ํ•œ๊ตญ ์ด์ปค๋จธ์Šค ์‹œ์žฅ์„ ์ฟ ํŒก๊ณผ ๋„ค์ด๋ฒ„๊ฐ€ ๋…๊ณผ์ ํ•˜๊ณ  ์žˆ๋Š” ๋ถ„์œ„๊ธฐ์ž…๋‹ˆ๋‹ค. ๊ทธ๋ ‡๋‹ค๋ฉด ์ €๋Š” ์ง€๊ธˆ์ด ๋‹ค์Œ ์„ธ๋Œ€์˜ ์ปค๋จธ์Šค ์Šคํƒ€ํŠธ์—…์ด ์‹œ์ž‘๋˜๊ธฐ์— ๊ฐ€์žฅ ์ข‹์€ ํƒ€์ด๋ฐ์ด๋ผ๊ณ  ์ƒ๊ฐํ•ฉ๋‹ˆ๋‹ค. ์š”์ฆ˜ ๋ทฐํ‹ฐ ๊ด€๋ จ ์œ ํ†ต ์ฑ„๋„์„ ์˜ฌ๋ฆฌ๋ธŒ์˜์ด ๋…๊ณผ์ ํ•˜๊ณ  ์žˆ๋‹ค๊ณ ๋“ค ํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋ ‡๋‹ค๋ฉด ์ €๋Š” ์ง€๊ธˆ์ด ๋‹ค์Œ ์„ธ๋Œ€์˜ ๋ทฐํ‹ฐ ํ”Œ๋žซํผ ์Šคํƒ€ํŠธ์—…์ด ์‹œ์ž‘๋˜๊ธฐ์— ๊ฐ€์žฅ ์ข‹์€ ํƒ€์ด๋ฐ์ด๋ผ๊ณ  ์ƒ๊ฐํ•ฉ๋‹ˆ๋‹ค. ๊ตญ๋‚ด ์›นํˆฐ ์‹œ์žฅ์ด ์‚ฌ์‹ค์ƒ ๋„ค์ด๋ฒ„ ์›นํˆฐ์˜ ๋…์ ์œผ๋กœ ์ „๊ฐœ๋˜๊ณ  ์žˆ๋‹ค๊ณ  ํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋ ‡๋‹ค๋ฉด ์ €๋Š” ์ง€๊ธˆ์ด ๋‹ค์Œ ์„ธ๋Œ€์˜ ์›นํˆฐ/์›น์†Œ์„ค ์Šคํƒ€ํŠธ์—…์ด ์‹œ์ž‘๋˜๊ธฐ์— ๊ฐ€์žฅ ์ข‹์€ ํƒ€์ด๋ฐ์ด๋ผ๊ณ  ์ƒ๊ฐํ•ฉ๋‹ˆ๋‹ค. ๋‹ฌ์ด ์ฐจ๋ฉด ๊ธฐ์šด๋‹ค๋Š” ์†๋‹ด์ด ์žˆ์Šต๋‹ˆ๋‹ค. ์˜์›ํ•œ ๋…๊ณผ์ ์€ ์—†๊ณ , ๊ธฐ์—…๊ฐ€์ •์‹ ์˜ ๋ณธ์งˆ์€ ํ˜์‹ ์ž…๋‹ˆ๋‹ค. ๋„์ €ํžˆ ๋ฌด๋„ˆ์ง€์ง€ ์•Š์„ ๊ฒƒ ๊ฐ™์€ ํฐ ํšŒ์‚ฌ๊ฐ€ ์Šคํƒ€ํŠธ์—…์˜ ์นจ๊ณต์„ ๋ฐ›์•„ ๋ฌด๋„ˆ์ง€๋Š” ์Šคํ† ๋ฆฌ๋Š” ์ƒ๊ฐ๋ณด๋‹ค ์ž์ฃผ ๋ชฉ๊ฒฉํ•˜๋Š” ์ด์•ผ๊ธฐ์ž…๋‹ˆ๋‹ค. ์ง€๊ธˆ ๊ฐ ์‹œ์žฅ์˜ ๊ฐ€์žฅ ํฌ๊ณ  ๋…์ ์ ์ธ ์ง€์œ„๋ฅผ ๊ฐ€์ง„ ๋ ˆ๊ฑฐ์‹œ ํšŒ์‚ฌ๋ฅผ ๊ณผ๊ฐํ•˜๊ฒŒ ๊ณต๊ฒฉํ•˜๋Š”, ๋‚ ์นด๋กœ์šด ์Šคํƒ€ํŠธ์—…์„ ๋” ๋งŽ์ด ๋งŒ๋‚˜๋ณผ ์ˆ˜ ์žˆ๊ธฐ๋ฅผ ๊ธฐ์›ํ•ฉ๋‹ˆ๋‹ค. https://www.fastventures.co.kr/post/greenfrog?fbclid=IwAR3_QNiPnjb9QZfQnl0FhcfHQ0eO7rdAViBkh5PWcD0Sr0P-b2XkARQRRL0

https://ai.atsit.in/posts/4891672901/ Google์˜ ์—ฐ๊ตฌํŒ€์€ ์ตœ๊ทผ ํฌ๊ธฐ์™€ ์„ฑ๋Šฅ ๋ฉด์—์„œ ๋†€๋ผ์šด ํšจ์œจ์„ฑ์„ ๋ณด์—ฌ์ฃผ๋Š” ์ตœ์ฒจ๋‹จ ๋น„์ „ ์–ธ์–ด ๋ชจ๋ธ(VLM)์ธ PaLI-3๋ฅผ ๋„์ž…ํ•˜์—ฌ ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ์— ๋Œ€ํ•œ ํ˜์‹ ์ ์ธ ์ ‘๊ทผ ๋ฐฉ์‹์„ ๊ณต๊ฐœํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด ํš๊ธฐ์ ์ธ VLM์€ ๋น„์Šทํ•œ ๊ธฐ๋Šฅ์„ ๊ฐ–์ถ˜ ํƒ€์‚ฌ ์ œํ’ˆ์— ๋น„ํ•ด ํฌ๊ธฐ๋Š” ํ˜„์ €ํžˆ ์ž‘์ง€๋งŒ, 10๋ฐฐ ์ด์ƒ์˜ ๋†€๋ผ์šด ๊ฒฐ๊ณผ๋ฅผ ๋‹ฌ์„ฑํ•˜์—ฌ ํƒ€์‚ฌ ์ œํ’ˆ์„ ๋Šฅ๊ฐ€ํ•ฉ๋‹ˆ๋‹ค. PaLI-3๋Š” 50์–ต ๊ฐœ์— ๋‹ฌํ•˜๋Š” ๋†€๋ผ์šด ํŒŒ๋ผ๋ฏธํ„ฐ ์ˆ˜๋ฅผ ๊ฐ€์ง„ ๋†€๋ผ์šด ์‹œ๊ฐ ์–ธ์–ด ๋ชจ๋ธ๋กœ, ์ด๋ฏธ์ง€์™€ ์–ธ์–ด๋ฅผ ๋ชจ๋‘ ํšจ๊ณผ์ ์œผ๋กœ ์ฒ˜๋ฆฌํ•  ์ˆ˜ ์žˆ๋Š” ๋Šฅ๋ ฅ์„ ๊ฐ–์ถ”๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ๋‹ค์–‘ํ•œ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ํ‰๊ฐ€์—์„œ ์ด ๋›ฐ์–ด๋‚œ VLM์€ ์ „๋‹ด ์—ฐ๊ตฌํŒ€์˜ ๋ณด๊ณ ์— ๋”ฐ๋ฅด๋ฉด ํฌ๊ธฐ๊ฐ€ ํ›จ์”ฌ ๋” ํฐ ๋‹ค๋ฅธ ๋ชจ๋ธ์— ๋น„ํ•ด ์šฐ์ˆ˜ํ•œ ์„ฑ๋Šฅ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค. ์‹œ๊ฐ ์–ธ์–ด ๋ชจ๋ธ(VLM)์€ ์‹œ๊ฐ ๋ฏธ๋””์–ด ๊ด€๋ จ ๋ฌธ์˜์— ์‘๋‹ตํ•˜๊ณ , ๋น„๋””์˜ค ์‹œํ€€์Šค์˜ ๋‚ด๋Ÿฌํ‹ฐ๋ธŒ๋ฅผ ์ œ๊ณตํ•˜๋ฉฐ, ์ด๋ฏธ์ง€ ๋‚ด์˜ ํ•ญ๋ชฉ์„ ์‹๋ณ„ํ•˜๊ณ , ์‹œ๊ฐ ์ฝ˜ํ…์ธ  ๋‚ด์— ์กด์žฌํ•˜๋Š” ํ…์ŠคํŠธ๋ฅผ ํ•ด๋…ํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐ๋Šฅ์„ ๋ณด์œ ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. VLM์˜ ๋Œ€ํ‘œ์ ์ธ ์‚ฌ๋ก€๋Š” OpenAI๊ฐ€ GPT-4-Vision ๋ชจ๋ธ์„ ํ†ตํ•ด ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์ด๋ฉฐ, NVIDIA์™€ ๊ฐ™์€ ๊ธฐ์—…์—์„œ๋Š” ์ด๋Ÿฌํ•œ ๋ชจ๋ธ์„ ๋ฏธ๋ž˜ ์‚ฐ์—…์šฉ ์ธ๊ณต ์ง€๋Šฅ ์†”๋ฃจ์…˜ ๊ฐœ๋ฐœ์˜ ๊ธฐ๋ณธ ๊ตฌ์„ฑ ์š”์†Œ๋กœ ๊ฐ„์ฃผํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์Šค์ผ€์ผ๋ง์œผ๋กœ VLM ์„ฑ๋Šฅ ํ–ฅ์ƒ ๋น„์ „ ๋ฐ ์–ธ์–ด ๋ชจ๋ธ(VLM)์€ ์ผ๋ฐ˜์ ์œผ๋กœ ์–ธ์–ด ๋ชจ๋ธ ์™ธ์—๋„ ํ…์ŠคํŠธ์™€ ์‹œ๊ฐ์  ์ฝ˜ํ…์ธ ์˜ ์ƒ๊ด€๊ด€๊ณ„๋ฅผ ํŒŒ์•…ํ•  ์ˆ˜ ์žˆ๋Š” ์‚ฌ์ „ ํ•™์Šต๋œ ์ด๋ฏธ์ง€ ๋ชจ๋ธ์„ ํ†ตํ•ฉํ•ฉ๋‹ˆ๋‹ค. PaLI-3์˜ ์•„ํ‚คํ…์ฒ˜๋Š” ๋ฌ˜์‚ฌ๋œ ์žฅ๋ฉด์„ ๊ฐœ๋ณ„ ํ† ํฐ์œผ๋กœ ๋ณ€ํ™˜ํ•˜๋Š” ๋น„์ „ ํŠธ๋žœ์Šคํฌ๋จธ๋ฅผ ํŠน์ง•์œผ๋กœ ํ•˜์—ฌ ์ด๋Ÿฌํ•œ ๊ตฌ์กฐ๋ฅผ ์ค€์ˆ˜ํ•ฉ๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ํ† ํฐ์€ ํ…์ŠคํŠธ ์ •๋ณด์™€ ํ•จ๊ป˜ ์ธ์ฝ”๋”-๋””์ฝ”๋” ํŠธ๋žœ์Šคํฌ๋จธ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ํ†ตํ•ด ์ฒ˜๋ฆฌ๋˜์–ด ์ตœ์ข… ์ถœ๋ ฅ์œผ๋กœ ์ƒ์„ฑ๋œ ํ…์ŠคํŠธ๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค. Google์˜ ์ด์ „ ๋ชจ๋ธ์ธ PaLI์™€ PaLI-X๋Š” ์ง€๋‚˜์น˜๊ฒŒ ํฐ ๊ทœ๋ชจ์˜ ๋น„์ „ ํŠธ๋žœ์Šคํฌ๋จธ๊ฐ€ ์ด๋ฏธ์ง€๋„ท๊ณผ ๊ฐ™์€ ๋‹จ์ผ ๋ชจ๋‹ฌ ์ž‘์—…์—์„œ๋Š” ํ•ญ์ƒ ์ตœ์ ์˜ ๊ฒฐ๊ณผ๋ฅผ ์–ป์ง€ ๋ชปํ•  ์ˆ˜ ์žˆ์ง€๋งŒ ์‹œ๊ฐ์  ์งˆ๋ฌธ ๋‹ต๋ณ€๊ณผ ๊ฐ™์€ ๋‹ค์ค‘ ๋ชจ๋‹ฌ ์ž‘์—…์—์„œ๋Š” ์ƒ๋‹นํ•œ ๊ฐœ์„  ํšจ๊ณผ๋ฅผ ๋ฐœํœ˜ํ•  ์ˆ˜ ์žˆ์Œ์„ ์ž…์ฆํ•œ ๋ฐ” ์žˆ์Šต๋‹ˆ๋‹ค. ์‹ค์ œ๋กœ PaLI-X๋ฅผ ํ†ตํ•ด Google์€ ๋งค๊ฐœ๋ณ€์ˆ˜ ์ˆ˜๋ฅผ ๋ฌด๋ ค 550์–ต ๊ฐœ๋กœ ํ™•์žฅํ–ˆ์Šต๋‹ˆ๋‹ค. ์ƒˆ๋กœ์šด ํ›ˆ๋ จ ๋ฐฉ๋ฒ•๊ณผ ํ•จ๊ป˜ ์ต์ˆ™ํ•œ ์•„ํ‚คํ…์ฒ˜์— ์˜์กดํ•˜๋Š” Google์˜ PaLI-3 Google์˜ PaLI-X์—์„œ ๋น„์ „ ํŠธ๋žœ์Šคํฌ๋จธ ๊ตฌํ˜„์€ ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜ ์ž‘์—…์„ ์œ„ํ•ด ํŠน๋ณ„ํžˆ ์„ค๊ณ„๋œ ์กฐ์ธํŠธ ํŒŒ์ธํŠœ๋‹ ํŠธ๋žœ์Šคํฌ๋จธ๋ฅผ ํ™œ์šฉํ•˜์ง€๋งŒ, PaLI-3๋Š” CLIP๊ณผ ์œ ์‚ฌํ•œ SigLIP ๋น„์ „ ํŠธ๋žœ์Šคํฌ๋จธ๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๋Œ€์กฐ์ ์ธ ์‚ฌ์ „ ํ›ˆ๋ จ ๋ฐฉ๋ฒ•์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.์‹œ๊ฐ์  ์–‘์‹์— 20์–ต ๊ฐœ์˜ ๋งค๊ฐœ๋ณ€์ˆ˜๋งŒ ํ• ๋‹น๋˜๊ณ  ์–ธ์–ด ๋ชจ๋ธ ๊ตฌ์„ฑ ์š”์†Œ์— 50์–ต ๊ฐœ์˜ ๋งค๊ฐœ๋ณ€์ˆ˜๊ฐ€ ์ถ”๊ฐ€๋กœ ํ• ๋‹น๋œ PaLI-3๋Š” ๊ธฐ์กด ๋ชจ๋ธ์— ๋น„ํ•ด ๋”์šฑ ๊ฐ„์†Œํ™”๋œ ์ ‘๊ทผ ๋ฐฉ์‹์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค. PaLI-3์™€ ๊ฐ™์€ ์†Œํ˜• ๋ชจ๋ธ์€ ํ›ˆ๋ จ ๋ฐ ๋ฐฐํฌ์˜ ์šฉ์ด์„ฑ, ํ™˜๊ฒฝ ์˜ํ–ฅ ๊ฐ์†Œ, ๋ชจ๋ธ ๊ฐœ๋ฐœ์„ ์œ„ํ•œ ์—ฐ๊ตฌ ์ฃผ๊ธฐ ๋‹จ์ถ• ๋“ฑ ๋Œ€ํ˜• ๋ชจ๋ธ์— ๋น„ํ•ด ์—ฌ๋Ÿฌ ๊ฐ€์ง€ ์ด์ ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋˜ํ•œ PaLI-3๋Š” ํฌ๊ธฐ๊ฐ€ ์ž‘์ง€๋งŒ ๋‹ค์–‘ํ•œ ์ด๋ฏธ์ง€-์Œ์„ฑ ์ž‘์—…์—์„œ ๋งŽ์€ ์ตœ์ฒจ๋‹จ ์ดˆ๋Œ€ํ˜• ๋ชจ๋ธ(VLM)๋ณด๋‹ค ์„ฑ๋Šฅ์ด ๋›ฐ์–ด๋‚˜๋ฉฐ, ๋น„๋””์˜ค ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•ด ํŠน๋ณ„ํžˆ ํ›ˆ๋ จ๋˜์ง€ ์•Š์€ ํŠน์ • ๋ฒค์น˜๋งˆํฌ์—์„œ๋„ ์ƒˆ๋กœ์šด ๊ธฐ๋ก์„ ์„ธ์› ์Šต๋‹ˆ๋‹ค. PaLI-3, ์ฐจ์„ธ๋Œ€ ๋Œ€ํ˜• ๋ชจ๋ธ ๊ตฌํ˜„ ๊ฐ€๋Šฅ ์ผ๋ฐ˜์ ์œผ๋กœ SigLIP ์ ‘๊ทผ ๋ฐฉ์‹์„ ์‚ฌ์šฉํ•˜์—ฌ ํ›ˆ๋ จ๋˜๊ณ  ๋น„์ •ํ˜• ์›น ๊ธฐ๋ฐ˜ ๋ฐ์ดํ„ฐ์—์„œ ์กฐ์ •๋œ ์†Œํ˜• ๋ชจ๋ธ์ธ PaLI-3๊ฐ€ ๋ณด์—ฌ์ค€ ์ฃผ๋ชฉํ•  ๋งŒํ•œ ์„ฑ๊ณผ๋กœ ์ธํ•ด ๋ณด๋‹ค ์‹ค์งˆ์ ์ธ ๋ชจ๋ธ์— ๋Œ€ํ•œ ์„ ํ˜ธ๋„๊ฐ€ ๋†’์•„์ง€๋Š” ๊ฒฝํ–ฅ์ด ์žˆ์Šต๋‹ˆ๋‹ค. ๋‹ค์–‘ํ•œ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ •๋ณด์— ๋Œ€ํ•œ ์ ‘๊ทผ์„ฑ์„ ๊ณ ๋ คํ•  ๋•Œ, ๊ตฌ๊ธ€์€ ์กฐ๋งŒ๊ฐ„ PaLI-3๋ฅผ ๋”์šฑ ํ™•์žฅ๋œ ํ˜•ํƒœ๋กœ ๊ฐœ๋ฐœํ•  ๊ฐ€๋Šฅ์„ฑ์ด ๋†’์Šต๋‹ˆ๋‹ค. 50์–ต ๊ฐœ๋ผ๋Š” ์ ์€ ๋งค๊ฐœ๋ณ€์ˆ˜ ์ˆ˜๋ฅผ ๊ฐ€์ง„ PaLI-3๊ฐ€ ๋ณต์žกํ•œ ์ดˆ๋Œ€ํ˜• ๋ชจ๋ธ(VLM)์˜ ๊ธฐ์ดˆ์ ์ธ ์ธก๋ฉด์„ ํƒ๊ตฌํ•˜๋Š” ๋ฐ ๊ด€์‹ฌ์„ ๋‹ค์‹œ ๋ถˆ๋Ÿฌ์ผ์œผ์ผฐ์œผ๋ฉฐ, ์ด๋Ÿฌํ•œ ๋ชจ๋ธ์˜ ๋Œ€๊ทœ๋ชจ ๋ฒ„์ „์„ ๊ฐœ๋ฐœํ•˜๋Š” ๋ฐ ์ด‰๋งค์ œ ์—ญํ• ์„ ํ•  ์ˆ˜ ์žˆ๋‹ค๊ณ  ๋ฏฟ์Šต๋‹ˆ๋‹ค.

์ตœ๊ทผ์— ๋งค์šฐ ์ธ์ƒ๊นŠ๊ฒŒ ๋ณธ ์ž๋ฃŒ์ค‘ ํ•˜๋‚˜. 1๋“ฑ์ด ๊ณ„์†ํ•ด์„œ 1๋“ฑ์„ ์œ ์ง€ํ•˜๋ž€ ๋ฒ•์ด ์—†๋‹ค๋Š”๊ฑธ ์•Œ๋ ค์ฃผ์—ˆ๋‹ค. ํŠนํžˆ ์ƒˆ๋กญ๊ฒŒ ํ˜•์„ฑ๋˜๋Š” ์‹œ์žฅ์ด๋ผ๋ฉด ๋”๋”์šฑ. ์˜ˆ์ „๋ถ€ํ„ฐ Ramp ํˆฌ์ž์ž๋“ค ์ฝ”๋ฉ˜ํŠธ๋“ค ๋ณด๋ฉด ๋น ๋ฅธ ์กฐ์ง๋ฌธํ™”์™€ ์ œํ’ˆ ๊ฐœ๋ฐœ๋ ฅ์ด ๊ฒฐ๊ตญ ์Šน๋ฆฌ๋ฅผ
์ตœ๊ทผ์— ๋งค์šฐ ์ธ์ƒ๊นŠ๊ฒŒ ๋ณธ ์ž๋ฃŒ์ค‘ ํ•˜๋‚˜. 1๋“ฑ์ด ๊ณ„์†ํ•ด์„œ 1๋“ฑ์„ ์œ ์ง€ํ•˜๋ž€ ๋ฒ•์ด ์—†๋‹ค๋Š”๊ฑธ ์•Œ๋ ค์ฃผ์—ˆ๋‹ค. ํŠนํžˆ ์ƒˆ๋กญ๊ฒŒ ํ˜•์„ฑ๋˜๋Š” ์‹œ์žฅ์ด๋ผ๋ฉด ๋”๋”์šฑ. ์˜ˆ์ „๋ถ€ํ„ฐ Ramp ํˆฌ์ž์ž๋“ค ์ฝ”๋ฉ˜ํŠธ๋“ค ๋ณด๋ฉด ๋น ๋ฅธ ์กฐ์ง๋ฌธํ™”์™€ ์ œํ’ˆ ๊ฐœ๋ฐœ๋ ฅ์ด ๊ฒฐ๊ตญ ์Šน๋ฆฌ๋ฅผ ๊ฐ€์ ธ์˜ฌ ๊ฒƒ์ด๋ผ๋Š” ๋ฅ˜์˜ ๋‚ด์šฉ์ด์—ˆ๋Š”๋ฐ, ๊ทธ๊ฒŒ ์ง„์งœ๋กœ 1๋“ฑ์„ ๋งŒ๋“ค์–ด๋‚ผ ์ค„์€ ๋ชฐ๋ž๋‹ค. https://sacra.com/research/ramp-passes-brex/