Processing Time (s)

OCR_Service

WHOLE FOODS� M A R KE T SDY Sandy Springs Rd 5930 Atlanta, GA 30328 404-236-0810 HOT BAR 0.89 1b ⑬ $8.99 / 1b $8.00 T Tare Weight 0.11lb 365 ELECTROLYTE WTR $0.89 FT HOT BAR 0.16 1b @ $8.99 / lb $1.44 T Tare Weight 0.05lb Subtotal: $10.33 Net Sales: $10.33 Tax/Fee: $0.77 Total: $11.10 Sold Items: 3 Paid: Cash $12.00 Change: -$0.90 Tax/Fee Summary Name Rate Taxed Amt. Tax Amt. FULTON, COU 0.75 10.33 0.08 FUL TON COU 3.00 10.33 0.31 GEORGIA, ST 4.00 9.44 0.38 Tax/Fee Total: $0.77

Hugging Face makes AI more accessible with AWS Trainium and AWS Inferentia BERT-base p95 latency CPU lod 25charge) Hill 1m11.2miurgal H2(m2.2darge) 225.1 TE 108.6415 100.ma 54.3 HE aws HP TW 51.ma 27.7 ms 23 1 M 19.9 n5 1BA F11 10.7ml " ms 2mw 1 ITD. ⑥ m ma - ma FBS 24ms 1.0 ma 3 11. 1 통해 16 128 258 612 Secuerce Length "Hugging Face's mission is to democratize good machine learning, and key to that is ensuring the latest and greatest models run as fast and efficiently as possible. We are incredibly excited about the potential for Inferentia2 to become the new standard way to deploy generative ai models at scale. With Inf2 we have seen up to 8x lower latency for BERT-like Transformers, compared to Inferentia1. With Inf2, our community will be able to easily scale this performance to large language models at the 100B+ parameters scale, and to the latest diffusion and computer vision models as well. " aws 2023. Amazon Wilb Services, Inc. or - affiliates. All rights reserved.

SPRi 이슈리포트 IS-160 생성AI의 부상과 산업의 영향 1. 논의 배경 1.1 생성AI의 부상 2022년은 주요 빅테크 기업들의 생성AI가 본격적으로 공개된 한 해 생성 AI(Generative AI)는 입력된 데이터를 통해 사용자가 원하는 결과를 유추해 텍스트, 오디오, 비디오 형태의 결과물을 만들어 내는 AI 알고리즘 - 2022년 한 해 동안 언어, 음성, 비디오 등에서 주요한 생성 모델이 등장' * △ (언어) DeepMind Chinchilla(7B, '22.3), Google PALM(540B, '22.4), Meta의 OPT-175B('22.5), 허깅페이스의 BLOOM (176B, '22.7), ChatGPT(175B, '22.11), OpenAl GPT-4('23.3), Meta의 LLAMA (7B~65B, '23.2) (B는 십억개 파라미터) △ (이미지) Meta의 Make-A-Scene('22.3), OpenAl의 DALL-E2 공개('22.4), Google의 Imagen(22.5), 스태빌리티AI의 Stable Diffusion ('22.8), 미드저니랩의 Midjourney ('22.7) △ (오디오・비디오) Meta의 Make-A-Video('22.9), Google MusicLM(오디오, 23.1), 런웨이 Gen-1(영상, '23.2), Gen-2(영상, '23.3) OpenAI社는 ChatGPT 출시로 생성AI 시대의 본격적인 도래를 알림 OpenAI社의 ChatGPT 등장 이후 기존 빅테크기업과 스타트업에서 초거대 언어모델(LLM) 중심의 AI생성 모델 경쟁 본격화 · 마이크로소프트(ChatGPT)와 구글(Bard)이 시장을 주도하고 있는 가운데 메타, 아마존, 앤트로픽AI 등 미국 기업들과 BAT (바이두, 알리바바, 텐센트)를 포함한 중국 AI기업들도 대응 서비스 출시 [표 1-1] ChatGPT 이후의 생성AI 모델 출시 현황 (예시) 사례 AI모델 서비스 비고 . ChatGPT(GPT-3.5)를 GPT-4로 확장하면서 데이터 최신성, · ChatGPT(175B) 신뢰성(환각증상 완화), 멀티모달 지원 기능 강화 마이크로소프트 미국 · GPT-4 . Bing검색엔진에 통합 Edge브라우저에 이용 . MS-Office 365, Teams 등 업무생산성 도구 결합 예고 . 구글의 ChatGPT 대항마 BARD 서비스 공개 시연('23.2) · 구글 BARD 서비스 미국, 영국에서 출시('23.3) 구글 · LAMDA (137B) 미국 . 구글 AI 개발 조직인 딥마인드와 브레인 전격 통합 ('23.4) . 구글 I/O 행사에서 개선된 BARD 180개국 전면출시('23.5) . LLAMA 모델 공개('23.2)를 통해 오픈소스 생태계 활성화 · LLAMA (7B, 13B, 메타 . 스탠포드 대학에서 LLAMA을 파인튜닝한 경량화 AI모델 미국 33B, 65B) Alpaca개발 ("23.3) 1 SPRi 소프트웨어정책연구소

Department of Homeland Security I-20, Certificate of Eligibility for Nonimmigrant Student Status U.S. Immigration and Customs Enforcement OMB NO. 1653-0038 SEVIS ID: N0004705512 SURNAME/PRIMARY NAME GIVEN NAME CLASS Doe Smi th John PREFERRED NAME PASSPORT NAME John Doe-Smith F-1 COUNTRY OF BIRTH COUNTRY OF CITIZENSHIP UNITED KINGDOM UNITED KINGDOM DATE OF BIRTH ADMISSION NUMBER 01 JANUARY 1980 ACADEMIC AND FORM ISSUE REASON LEGACY NAME LANGUAGE INITIAL ATTENDANCE John Doe-Smi th SCHOOL INFORMATION SCHOOL NAME SCHOOL ADDRESS SEVP School for Advanced SEVIS Studies 9002 Nancy Lane, Ft. Washington, MD 20744 SEVP School for Advanced SEVIS Studies SCHOOL OFFICIAL TO CONTACT UPON ARRIVAL SCHOOL CODE AND APPROVAL DATE Helene Robertson BAL214F44444000 PDSO 03 APRIL 2015 PROGRAM OF STUDY EDUCATION LEVEL MAJOR 1 MAJOR 2 DOCTORATE Economics, General 45 . 0601 None 00 . 0000 NORMAL PROGRAM LENGTH PROGRAM ENGLISH PROFICIENCY student PROFICIENCY NOTES is proficient 72 Months Required PROGRAM START DATE PROGRAM END DATE 01 SEPTEMBER 2015 31 MAY 2021 FINANCIALS ESTIMATED AVERAGE COSTS FOR: 9 MONTHS STUDENT'S FUNDING FOR: 9 MONTHS Personal Funds $ 3,000 Tuition and Fees $ 23, 000 n Scholarship and Teaching Assistantship $ 29,000 Living Expenses $ 6, 000 Funds From Another Source $ Expenses of Dependents (1) $ 3, 000 On-Campus Employment $ Other $ TOTAL $ 32, 000 TOTAL $ 32,000 REMARKS Orientation begins 8/25/2015. Please report to ISSS upon arrival. SCHOOL ATTESTATION I certify under penalty of perjury that all information provided above was entered before I signed this form and is true and correct. I executed this form in the United States after review and evaluation in the United States by me or other officials of the school of the student's application, transcripts, or other records of courses taken and proof of financial responsibility, which were received at the school prior to the execution of this form. The school has determined that the above named student's qualifications meet all standards for admission to the school and the student will be required to pursue a full program of study as defined by 8 CFR 214.2(f)(6). I am a designated school official of the above named school and am authorized to issue this form. X DATE ISSUED PLACE ISSUED SIGNATURE OF: Helene Robertson, PDSO 21 April 2015 Ft. Washington,MD STUDENT ATTESTATION I have read and agreed to comply with the terms and conditions of my admission and those of any extension of stay. I certify that all information provided on this form refers specifically to me and is true and correct to the best of my knowledge. I certify that I seek to enter or remain in the United States temporarily, and solely for the purpose of pursuing a full program of study at the school named above. I also authorize the named school to release any information from my records needed by DHS pursuant to 8 CFR 214.3(g) to determine my nonimmigrant status. Parent or guardian, and student, must sign if student is under 18. X SIGNATURE OF: John Doe Smi th DATE X NAME OF PARENT OR GUARDIAN SIGNATURE ADDRESS (city/state or province/country) DATE ICE Form I-20 A-B (12/2016) Page 1 of 3

WHOLE FOODSs MA RKET Suflly SpIrgs GDY 5930 Ruswell Rd Atlanta GA 30328 404-235-081O HDI BAR B9Ib 40.99 38.00 Tare Meight 9fb' 2365 ELECTROLYTE HIR 80.69 Fl HDI BAR 16 1b 9B.99 98516 ' 31.44 T Tare Meignt 0 Subtotal 810.33 "at Sales: 310,33 Tax/Fee: 80,77 Total = 511.10 Sold Items: Paid: Casf 412,00 [hange "80.90 TaxlFee Sulmmiary Namie Rate Taxed Amt Tax Amlt FULION , COU 0,75 10,33 0.08 FULTO CUU 3,00 10.33 ,31 GEORGIA SI 4,00 9.44 TaxlFee Total: 40.77

Hugging Face makes AI more accessible with AWS Trainium and AWS Inferentia EERT-bast lalerr" J1sBup. 1l' ' -1' 가다 Jm2 uu7 ICa ! * 2' Ie aWs "Hugging Face's mission is to democratize good machine learning and key to thatis ensuring the latest greatest models run asfast and efficiently as possible. We are incredibly excited about the potential for Inferentia2 to become the new standard way to deploy generative ai models at scale. With Inf2 we have seen up to 8x lower latency for BERT-like Transformers compared to Inferentia1 With Inf2; our community will be able to easily scale this performance to large language models at the 100B+ parameters scale, to the latest diffusion and computer vision models as well aws Su9 m면-Ae Juriso Ine ariulnlim Alnu -Briniwu and and

sPRI 미슈리포트 15-160 성성시의 부상과 산업위 영합 논의 배경 1.1 생성시의 부상 2022년은 주요 넥타크 기업들의 생성시가 본격적으로 공개된 한 해 생성 Al(Generative AI)논 입력원 데이터틀 통해 사용자가 원하는 결과루 유추해 텍스트, 오디오 비디오 형태의 결과물올 만들어 내는 AI 알고리롬 2022년 한 해 동안 언어, 음성 비디오 등에서 주요한 생성 모델이 등장' 4 (언어) DeepMind Chirichilla(7B '22.3) , Gioozle PALM(도4DB '22.41 . Meta의 OPT 753(22.5) , 허김- 미스미 ELOOM (176B, '22.7) , ChatGPT(7sB, 22.11) , OpenAl GPT-41*23.3) , Meta의 LLAMA (7B~65B, '23.2) (B느 식역개 파라매터) (이미지) Meta의 Make Scens('22.3) . DpEnAI의 DALL-E2 공개 (*22.4) , Goozle의 Imageril22.5) , 스러빌리터시의 Stablc Ditfusionr ('22.5) , 미드저니럽의 Midjourngy ('22.7) j (오디오 비디오) Meta의 Marc Videa("22.9) , Googla MusicLM(오디오 23.1), 헌웨이 Gen-1(형상 , 23.2) . GGer 2엽상 . 23.3) OpenAlit는 ChatGPT 출시로 생성세 시대의 본격적인 도래들 알림 OpenAli의 ChatGPT 등장 이후 기존 넥타크기업과 스타트업에서 초거대 언어모델(LLM) 중심의 A생성 모델 경쟁 본격화 마이크로소프트 (ChatGPT)와 구글(Bard)이 시장울 주도하고 있는 가운데 메타, 아마존 엔트로픽시 미국 기업률과 BAT(바이두, 알리바바, 렌센트)틀 포함한 중국 시기업돌도 대응 서비스 줄시 [표 1-1] ChatGPT 이후의 생성시 모델 줄시 현창 (예시) 사례 A모델 서비스 ChatGPT(GPT-35루 GPT 스로 회장히면서 데미터 최신성 마미크로소프트 ChatGPT(I7EB) 신리심 관회) 멀티모닫 지원 기능 강화 미국 GPLA Bing점적언진에 농합 Edge부라우저다 MS Office 305 TEarT 눕 업무생산성 도구 겉합 예고 구글의 ChatGPT 대찮마 BARD 서비스 공개 시면23.2) 구글 BARD 서비스 미국 멈국어서 출시3,3 LAMDA (137ej 개발 조직민 덥가만드와 브러인 전격 농합 (24) 미국 VO 함사어서 개선단 BARD 1헌0개국 전면롭시(23.5) _ 미의 모델 공개 23.리른 논해 오른소스 생태계 찬성회 메타 (7E 13B 스랜도드 대학어서 LLAMA음 파민뉴님한 경량회 A모델 미국 33BE5B) Anara개길 Sszai 소프트해이7 현구소 (환각승상 MNAA

Department of Homeland Security 1-20, Ccrtificate of Eligibility for Nonimmigrant Student Status US. Immigration and Customs Enforccment OMB NO 1653-0038 SEVIS ID: N0004705512 (SURNAMEIPRIMARY NAME GIVEN NAME CLASS Doe Srith John PREFERRED NAME PASSPORT NAME John Doe Srith COUNTRY OF BIRTH COUNTRY OF CITIZENSHIP F-1 UNITED KINGDOM UNI TED KIVGDOM DATE OF BIRTH ADMISSION NUMBER 01 JANUARY 1980 ACADEMIC AND IFORM ISSUE REASON LEGACY NAME LANGUAGE 1NIT IAL ATIENDANCE John Doe Srith SCHOOLINFORMATION SCHOOL NAME SCHOOL ADDRESS SEVP Schoo1 for Advanced SEVIS studies 9002 Lane 소t . Washington, MD 20744 SEVP Schoo1 for Advanced SEVIS studzes SCHOOL OFFICIAL TO CONTACT UPON ARRIVAL SCHOOL CODE AND APPROVAL DATE Helene Robertson BAL2142 44444000 PDSO 03 APRIL 2015 PROGRAMOF STUDY EDUCATION LEVEL MAJOR 1 MAJOR 2 DOCTORATE Econorics, Genera1 45 0601 None 0D 0000 NORMAL PROGRAM LENGTH PROGRAM ENGLISH PROFICIENCY ENGLISH PROFICIENCY NOTES 72 Months Required student 15 Proricient PROGRAM START DATE PROGRAM END DATE 01 SEPTEMBER 2015 31 MAY 2021 FINANCAALS ESTIMATED AVERAGE COSTS FOR: MONTHS STUDENT's FUNDIVG FOR: 9 MONTHS Tuition and Fees 23, 000 Persona1 Funds 3, 000 Living Expenses 000 Scholarship and Teaching AssistantshiP 29,000 Expenses o드 Dependents (1) 000 Lunds Lrom Another Source Other On-Campus ErPLoyment IOIAL 32 0o0 IOTAL 32, 000 REMARKS Orientation beging 8/25/2015 Please report to Isss upon ar-iva1 SCHOOL ATTESTATION certify under penalty of perjury that all information provided above was entered before I signed this form and is true and correct. executed this form in the United States after review and evaluation in the United States by me or other officials or the school of the student' s application transcripts or other records of courses taken and proor or financial responsibility, which were received at the school prior to the execution or this form The school has determined that [he above named student's qualifications meet all standards for admission to the school and the student be required to pursue full program or study as defined by CFR 214.2(D(6). am designated school official of [he above named school and am authorized to issue this form. DATE ISSUED PLACE ISSUED (SIGNATURE OF: HeLene Robertson, PDSO 21 AP-1I 2015 소t Washington MD STUDENT ATTESTATION have read and agreed to comply with the terms and conditions of my admission and those of any extension of stay. certify that all information provided on this form refers specifically to me and is true and correct t0 the best or my knowl certify that seck t0 enter or remain in the United States temporarily, and solely for the purpose or pursuing full program or study at the school named above also authorize the named school to release any information from my records needed by DHS pursuant t0 8 CFR to determine my nonimmigrant status. Parent or guardian, and student, must sign if student is under 18. (SIGNATURE OF: John Doe Smith DATE NAME OF PARENT OR GUARDIAN SIGNATURE ADDRESS (citylstate or provincelcountry) DATE ICE Form 1-20 A-B (12/2016) Page 1 of 3 Nancy will cdgc. 214.3(8)

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영수증 동네오빠 252-30-00947 동대문구 장한로 130 1층 106호 타임금영 3 20210220 01 00037 품명 단가 수량 금액 1.참이슬 후레쉬 4,500 1 4,500 2. 처음처럼 4,500 1 4,500 3.마늘보쌈 20,000 1 20,000 4. 음료 2,000 4 8,000 5.해산물스튜 18,000 1 18,000 코끼리 55,000 0 55,000 합시 액션 50,000 원료샘플링 현카 0 세 55,000 5,000 0 0 55방구석코덕 코코밍

WHOLE FOODS R MARKET Sandy Springs SDY 5930 Roswell Rd Atlanta. GA 30328 404-236-0810 HOT BAR 0.89 lb a $8.99 / lb $8.00 T Tare Weight 0.11lb 365 ELECTROLYTE WTR $0.89 FT HOT BAR 0.16 lb it $8.99 / lb $1.44 T Tare Weight 0.05lb Subtotal: $10.33 Net Sales: $10.33 Tax/Fee: $0.77 Total: $11.10 Sold Items: 3 Paid: Cash $12.00 Change: -$0.90 Tax/Fee Summary Name Rate Taxed Amt. Tax Amt. FULTON, COU 0.75 10.33 0.08 FULTON, COU 3.00 10.33 0.31 GEORGIA.ST 4.00 9.44 0.38 Tax/Fee Total: $0.77

Hugging Face makes AI more accessible with AWS Trainium and AWS Inferentia BERT-base p95 latency CPU12D0200R 1111 D-11 ZHOTEL 13.10.24ree 236.1mg 121.10 aws 56.3mg 21.01 36.2mm 22.7ml × 23 159ml 2m 1n in amz 1 129 256 112 "Hugging Face's mission is to democratize good machine learning, and key to that is ensuring the latest and greatest models run as fast and efficiently as possible. We are incredibly excited about the potential for Inferentia2 to become the new standard way to deploy generative ai models at scale. With Inf2 we have seen up to 8x lower latency for BERT-like Transformers. compared to Inferentia1. With lnf2.our community will be able to easily scale this performance to large language models at the 100B+ parameters scale. and to the latest diffusion and computer vision models as well." aws 2023 AmazonWith Services inc. M + official All rights reserved

SPRi 이슈리포트 IS-160 생성AI의 부상과 산업의 영향 1. 논의 배경 1.1 생성AI의 부상 2022년은 주요 빅테크 기업들의 생성AI가 본격적으로 공개된 한해 o 생성 AI(Generative AI)는 입력된 데이터를 통해 사용자가 원하는 결과를 유추해 텍스트, 오디오, 비디오 형태의 결과물을 만들어 내는 AI 알고리즘 - 2022년 한해 동안 언어, 음성, 비디오 등에서 주요한 생성 모델이 등장 * (언어) DeepMind Chinchilla(7B, '22.3). Google PALM(540B, '22.4). Meta의 OPT-1758('22.5). 허깅페이스의 BLOOM (176B, '22.7). ChatGPT(175B, '22.11), OpenAl GPT-4('23.3), Meta의 LLAMA (7B~65B, '23.2) (8는 십억개 파라미터) (이미지) Meta의 Make-A-Scenee('22.3) OpenAI의 DALL-E2 공개('22.4), Google의 Imagen(22.5) 스태빌리티AI의 Stable Diffusion ('22.8) 미드저니랩의 Midiourney ('22.7) (오디오·비디오) Meta의 Make-A-Video('22.9). Google MusicLM(오디오. 23.1). 런웨이 Gen-1(영상, '23.2). Gen-2(영상, '23.3) OpenAI는는 ChatGPT 출시로 생성AI 시대의 본격적인 도래를 알림 0 OpenAI의 ChatGPT 등장 이후 기존 빅테크기업과 스타트업에서 초거대 언어모델(LLM) 중심의 AI생성 모델 경쟁 본격화 - 마이크로소프트(ChatSPT)와 구글(Bard)이 시장을 주도하고 있는 가운데 메타, 아마존, 앤트로픽AI 등 미국 기업들과 BAT(바이두, 알리바바, 텐센트)를 포함한 중국 AI기업들도 대응 서비스 출시 [표 1-1] ChatGPT 이후의 생성AI 모델 출시 현황 (예시) 사례 AI모델 서비스 비고 . ChatGPT(GPT-3.5)를 GPT-4로 확장하면서 데이터 최신성, ChatGPT(175B) 신뢰성(환각증상 완화), 멀티모달 지원 기능 강화 마이크로소프트 미국 GPT-4 ° Bing검색엔진에 통합 Edge브라우저에 이용 MS-Office 365, Teams 등 업무생산성 도구 결합 예고 구글의 ChatGPT 대항마 BARD 서비스 공개 시연('23.2) 구글 BARD 서비스 미국, 영국에서 출시('23.3) 구글 LAMDA (137B) 미국 구글 AI 개발 조직인 딥마인드와 브레인 전격 통합 (23.4) 구글 1/0 행사에서 개선된 BARD 180개국 전면출시('23.5) LLAMA 모델 공개('23.2)를 통해 오픈소스 생태계 활성화 LLAMA (7B, 13B, 메타 스탠포드 대학에서 LLAMA을 파인튜닝한 경량화 AI모델 미국 33B, 65B) Alpaca개발 (23.3) 1 SPRi 소프트웨어정책연구소

Department of Homeland Security I-20, Certificate of Eligibility for Nonimmigrant Student Status U.S. Immigration and Customs Enforcement OMB NO. 1653-0038 SEVIS ID: N0004705512 SURNAME/PRIMARY NAME GIVEN NAME CLASS Doe Smith John PREFERRED NAME PASSPORT NAME F-1 John Doe-Smith COUNTRY OF BIRTH COUNTRY OF CITIZENSHIP UNITED KINGDOM UNITED KINGDOM DATE OF BIRTH ADMISSION NUMBER 01 JANUARY 1980 ACADEMIC AND FORM ISSUE REASON LEGACY NAME LANGUAGE INITIAL ATTENDANCE John Doe-Smith SCHOOL INFORMATION SCHOOL NAME SCHOOL ADDRESS SEVP School for Advanced SEVIS Studies 9002 Nancy Lane,Ft. Washington,MD 20744 SEVP School for Advanced SEVIS Studies SCHOOL OFFICIAL TO CONTACT UPON ARRIVAL SCHOOL CODE AND APPROVAL DATE Helene Robertson BAL214F44444000 PDSO 03 APRIL 2015 PROGRAM OF STUDY EDUCATION LEVEL MAJOR1 MAJOR2 DOCTORATE Economics, General 45.0601 None 00.0000 NORMAL PROGRAM LENGTH PROGRAM ENGLISH PROFICIENCY ENGLISH PROFICIENCY NOTES 72 Months Required Student is proficient PROGRAMSTART DATE PROGRAM END DATE 01 SEPTEMBER 2015 31 MAY 2021 FINANCIALS ESTIMATED AVERAGE COSTS FOR: 9MONTHS STUDENT'S FUNDING FOR: 9 MONTHS Tuition and Fees $ 23,000 Personal Funds $ 3,000 Living Expenses $ 6,000 Scholarship and Teaching Assistantship $ 29,000 Expenses of Dependents (1) $ 3,000 Funds From Another Source $ Other $ On-Campus Employment $ TOTAL $ 32,000 TOTAL $ 32,000 REMARKS Orientation begins 8/25/2015. Please report to ISSS upon arrival. SCHOOL ATTESTATION I certify under penalty of perjury that all information provided above was entered before I signed this form and is true and correct. I executed this form in the United States after review and evaluation in the United States by me or other officials of the school of the student's application, transcripts, or other records of courses taken and proof of financial responsibility, which were received at the school prior to the execution of this form. The school has determined that the above named student's qualifications meet all standards for admission to the school and the student will be required to pursue a full program of study as defined by 8 CFR 214.2(f)(6). I am a designated school official of the above named school and am authorized to issue this form. X DATE ISSUED PLACE ISSUED SIGNATURE OF: Helene Robertson, PDSO 21 April 2015 Ft. Washington,MD STUDENT ATTESTATION I have read and agreed to comply with the terms and conditions of my admission and those of any extension of stay. Icertify that all information provided on this form refers specifically to me and is true and correct to the best of my knowledge. Icertify that I seek to enter or remain in the United States temporarily, and solely for the purpose of pursuing a full program of study at the school named above. I also authorize the named school to release any information from my records needed by DHS pursuant to 8 CFR 214.3(g) to determine my nonimmigrant status. Parent or guardian, and student, must sign if student is under 18. X SIGNATURE OF: John Doe Smith DATE X NAME OF PARENT OR GUARDIAN SIGNATURE ADDRESS (city/state or province/country) DATE ICEFormI-20A-B (12/2016) Page 1 of 3

WHOLE FOODS MARKET Sandy Springs SDY 5930 Roswe11 Rd Atlanta,GA 30328 404-236-0810 HOT BAR 0.89 1b @$8.99/1b $8.00 T Tare Weight 0.111b 365 ELECTROLYTE WTR $0.89FT HOT BAR 0.16 1b@$8.99/1b $1.44 T Tare Weight 0.051b Subtotal: $10.33 Net Sales: $10.33 Tax/Fee: $0.77 Total: $11.10 Sold Items: 3 Paid: Cash $12.00 Change: -$0.90 Tax/Fee Summary Name Rate Taxed Amt. Tax Amt. FULTONCOU O.75 10.33 0.08 FULTON, COU 3.00 10.33 0.31 GEORGIA,ST4.00 9.44 0.38 Tax/Fee Total $0.77

Hugging Face makes Al more accessible with Aws Trainium and AWs Inferentia BERT-base | p95 latency nf2 (22dage) 225.1 me 130. aws 51.T 'Hugging Face's mission is to democratize good machine learning, and key to that is ensuring the latest and greatest models run as fast and efficiently as possible. We are incredibly excited about the potential for Inferentia2 to become the new standard way to deploy generative ai models at scale. With Inf2 we have seen up to 8x lower latency for BERT-like Transformers, compared to Inferentia1 With Inf2, our community will be able to easily scale this performance to large language models at the 100B+ parameters scale, and to the latest diffusion and computer vision models as well." aws 2023

SPRi 0|2|E IS-160 1. 1.1A 2022 AlGenerative Ao A 2022 *01DeepMind Chinchilla7B,22.3.Google PALM(540B.22.4).Meta OPT175B22.5).0BLOOM176B,22.7).ChatGPT175B,22.11) OpenAlGPT-423.3).MetaLLAMA 7B~65B,23.2)8/0/ O|0MetaMake-A-Scene22.3.OpenAlDALL-E2H22.4 GoogleImagen(22.5). EH|ElAl Stable Diffusion22.8).0L Midjourney (22.7) lMetaMake-A-Video22.9.Google MusicLM|,23.1. 0Gen-123.2.Gen-223.3 OpenAChatGPTA OpenAChatGPT E ChatGPTBard7 HEABAT A [1-1ChatGPT0|AI lely ChatGPTGPT-3.5GPT4E ChatGPT(175B) GPT-4 MS-Office 365Teams ChatGPT BARD23.2) 72 LAMDA (137B) BARD23.3 | BARD18023.5 LLAMA 7B, 13B, 13 l 33B, 65B) AMAA Alpaca7H (23.3) 1 SSPRiENA

Department of Homeland Security I-20, Certificate of Eligibility for Nonimmigrant Student Status U.S. Immigration and Customs Enforcement OMBNO. 1653-0038 SEVIS ID: N0004705512 SURNAME/PRIMARY NAME GIVEN NAME CLASS Doe Smith John PREFERRED NAME PASSPORT NAME F-1 John Doe-Smith COUNTRY OF BIRTH COUNTRY OF CITIZENSHIP UNITED KINGDOM UNITED KINGDOM DATE OF BIRTH ADMISSION NUMBER 01 JANUARY 1980 ACADEMIC AND FORM ISSUE REASON LEGACY NAME LANGUAGE INITIAL ATTENDANCE John Doe-Smith SCHOOL INFORMATION SCHOOL NAME SCHOOL ADDRESS SEVP School for Advanced SEvIs Studies 9002 Nancy Lane,Ft. Washington,MD 20744 SEVp School for Advanced SEvIs Studies SCHOOL OFFICIAL TO CONTACT UPON ARRIVAL SCHOOL CODE AND APPROVAL DATE Helene Robertson BAL214F44444000 PDSO 03 APRIL 2015 PROGRAM OF STUDY EDUCATION LEVEL MAJOR 1 MAJOR 2 DOCTORATE Economics, General 45.0601 None 00.0000 NORMAL PROGRAM LENGTH PROGRAM ENGLISH PROFICIENCY ENGLISH PROFICIENCY NOTESS 72 Months Required Student is proficient PROGRAM START DATE PROGRAM END DATE 01 SEPTEMBER 2015 31 MAY 2021 FINANCIALS ESTIMATED AVERAGE COSTS FOR: 9 MONTHS STUDENT'S FUNDING FOR: 9 MONTHS Tuition and Fees 23,000 Personal Funds $ 3,000 Living Expenses $ 000'9 Scholarship and Teaching Assistantship. 29,000 Expenses of Dependents (1) $ 3,000 Funds From Another Source $ Other $ On-Campus Employment $ TOTAL $ 32,000 TOTAL $ 32,000 REMARKS Orientation begins 8/25/2015. Please report to Isss upon arrival.. SCHOOL ATTESTATION I certify under penalty of perjury that all information provided above was entered before I signed this form and is true and correct. I executed this form in the United States after review and evaluation in the United States by me or other officials of the school of the student's application, transcripts, or other records of courses taken and proof of financial responsibility, which were received at the school prior to the execution of this form. The school has determined that the above named student's qualifications meet all standards for admission to the school and the student will be required to pursue a full program of study as defined by 8 CFR 214.2(f)(6). I am a designated school official of the above named school and am authorized to issue this form. DATE ISSUED PLACE ISSUED SIGNATURE OF:Helene Robertson, PDSO 21 April 2015 Ft. Washington,MD STUDENTATTESTATION I have read and agreed to comply with the terms and conditions of my admission and those of any extension of stay. I certify that all information provided on this form refers specifically to me and is true and correct to the best of my knowledge. I certify that I seek to enter or remain in the United States temporarily, and solely for the purpose of pursuing a full program of study at the school named above. I also authorize the named school to release any information from my records needed by DHS pursuant to 8 CFR 214.3(g) to determine my nonimmigrant status. Parent or guardian, and student, must sign if student is under 18. X SIGNATURE OF:John Doe Smith DATE X NAME OF PARENT OR GUARDIAN SIGNATURE ADDRESS (city/state or province/country) DATE ICE Form I-20 A-B (12/2016) Page 1 of 3

영 수 증 雷넷옹빠 252-30-00947 된전후 서울 동대문구 장한로 130 1층 106호 테이블명 : 3 주문번호 : 20210220 01 00037 품명 단가 수량 금액 1. 참이슬 후레쉬 2. 처음처럼 4,500 1 4,500 3. 마늘보쌈 20,000 1 20, 000 4. 음료 2,000 4 8,000 5. 해산물스튜 18,000 1 18,000 4,500 1 4,500 주목합계 람입금액 할블믐액 포인트 0 50,000 현 , 세 5,000 0 55,000 0 영수그애 55분당선코덕 코코밍 55,000 0 55,000

WHOLE FOODS® MARKET Sandy Springs SDY 5930 Roswell Rd Atlanta, GA 30328 404-236-0810 HOT BAR 0.89 1b @ $8.99 / 1b $8.00 T Tare Weight 0.111b 365 ELECTROLYTE WTR $0.89 FT HOT BAR 0.16 1b @ $8.99 / 1b $1.44 T Tare Weight 0.051b Subtotal: $10.33 Net Sales: $10.33 Tax/Fee: $0.77 Total: $11.10 Sold Items: 3 Paid: Cash $12.00 Change : -$0.90 Tax/Fee Summary Taxed Amt. Tax Amt. Name Rate FULTON, COU 0.75 10.33 0.08 FULTON, COU 3.00 10.33 0.31 GEORGIA, ST 4.00 9.44 0.38 Tax/Fee Total: $0.77

Hugging Face makes Al more accessible with AWS Trainium and AWS Inferentia BERT-base | p95 latency loff pelt.2mlangel 225.1 m 100.IT@ 19.9 ms 12mx 3.1.ma 7.2 ma 11 ma 108.6 ms 21 rs × aws 1.5 ma 24 IYs 120 Seccerca Langt "Hugging Face's mission is to democratize good machine learning, and key to that is ensuring the latest and greatest models run as fast and efficiently as possible. We are incredibly excited about the potential for Inferentia2 to become the new standard way to deploy generative ai models at scale. With Inf2 we have seen up to 8x lower latency for BERT-like Transformers, compared to Inferential. With Inf2, our community will be able to easily scale this performance to large language models at the 100B+ parameters scale, and to the latest diffusion and computer vision models as well." aws ·2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.

SPRi 이슈리포트 IS-160 생성AI의 부상과 산업의 영향 1. 논의 배경 1.1 생성AI의 부상 2022년은 주요 빅테크 기업들의 생성AI가 본격적으로 공개된 한 해 ○ 생성 AI(Generative AI)는 입력된 데이터를 통해 사용자가 원하는 결과를 유추해 텍스트, 오디오, 비디오 형태의 결과물을 만들어 내는 AI 알고리즘 - 2022년 한 해 동안 언어, 음성, 비디오 등에서 주요한 생성 모델이 등장* * △(언어) DeepMind Chinchilla(7B, '22.3), Google PALM(540B, '22.4). Meta의 OPT-175B('22.5), 허깅페이스의 BLOOM (176B, '22.7), ChatGPT(175B, '22.11). OpenAl GPT-4('23.3), Meta의 LLAMA (7B~65B, '23.2) (8는 십억개 파라미터) △(이미지) Meta의 Make-A-Scene('22.3). OpenAI의 DALL-E2 공개('22.4), Google의 Imagen(22.5), 스태빌리티AI의 Stable Diffusion ('22.8), 미드저니랩의 Midjourney ('22.7) △(오디오·비디오) Meta의 Make-A-Video('22.9), Google MusicLM(오디오, 23.1). 런웨이 Gen-1(영상, '23.2), Gen-2(영상, '23.3) OpenAl社는 ChatGPT 출시로 생성AI 시대의 본격적인 도래를 알림 ○ OpenAl社의 ChatGPT 등장 이후 기존 빅테크기업과 스타트업에서 초거대 언어모델(LLM) 중심의 AI생성 모델 경쟁 본격화 - 마이크로소프트(ChatGPT)와 구글(Bard)이 시장을 주도하고 있는 가운데 메타, 아마존, 앤트로픽AI 등 미국 기업들과 BAT(바이두, 알리바바, 텐센트)를 포함한 중국 AI기업들도 대응 서비스 출시 [표 1-1] ChatGPT 이후의 생성AI 모델 출시 현황 (예시) 사례 AI모델 마이크로소프트 ■ ChatGPT(175B) · GPT-4 구글 · LAMDA (137B) 메타 서비스 ■ ChatGPT(GPT-3.5)를 GPT-4로 확장하면서 데이터 최신성, 신뢰성(환각증상 완화), 멀티모달 지원 기능 강화 · Bing검색엔진에 통합 Edge브라우저에 이용 ■ MS-Office 365, Teams 등 업무생산성 도구 결합 예고 • 구글의 ChatGPT 대항마 BARD 서비스 공개 시연(23.2) • 구글 BARD 서비스 미국, 영국에서 출시('23.3) ■ LLAMA (7B, 13B, 33B, 65B) ■ 구글 AI 개발 조직인 딥마인드와 브레인 전격 통합 ('23.4) ■ 구글 I/O 행사에서 개선된 BARD 180개국 전면출시(23.5) ■ LLAMA 모델 공개('23.2)를 통해 오픈소스 생태계 활성화 ■ 스탠포드 대학에서 LLAMA을 파인튜닝한 경량화 AI모델 Alpaca개발 ('23.3) 1 비고 미국 미국 미국 $ SPRi 소프트웨어정책연구소

Department of Homeland Security U.S. Immigration and Customs Enforcement SEVIS ID: N0004705512 SURNAME/PRIMARY NAME Doe Smith PREFERRED NAME John Doe-Smith COUNTRY OF BIRTH UNITED KINGDOM DATE OF BIRTH 01 JANUARY 1980 FORM ISSUE REASON LEGACY NAME John Doe-Smith INITIAL ATTENDANCE SCHOOL INFORMATION SCHOOL NAME SEVP School for Advanced SEVIS Studies SEVP School for Advanced SEVIS Studies SCHOOL OFFICIAL TO CONTACT UPON ARRIVAL Helene Robertson PDSO PROGRAM OF STUDY EDUCATION LEVEL MAJOR 1 DOCTORATE Economics, General 45.0601 I-20, Certificate of Eligibility for Nonimmigrant Student Status OMB NO. 1653-0038 GIVEN NAME John PASSPORT NAME CLASS F-1 COUNTRY OF CITIZENSHIP UNITED KINGDOM ADMISSION NUMBER ACADEMIC AND LANGUAGE SCHOOL ADDRESS 9002 Nancy Lane, Ft. Washington, MD 20744 SCHOOL CODE AND APPROVAL DATE BAL214F44444000 03 APRIL 2015 NORMAL PROGRAM LENGTH 72 Months MAJOR 2 None 00.0000 PROGRAM ENGLISH PROFICIENCY Required PROGRAM START DATE 01 SEPTEMBER 2015 PROGRAM END DATE 31 MAY 2021 FINANCIALS ESTIMATED AVERAGE COSTS FOR: 9 MONTHS Tuition and Fees $ 23,000 Living Expenses $ 6,000 Expenses of Dependents (1) $ 3,000 Other TOTAL 32,000 ENGLISH PROFICIENCY NOTES Student is proficient STUDENT'S FUNDING FOR: 9 MONTHS Personal Funds $ 3,000 Scholarship and Teaching Assistantship $ 29,000 Funds From Another Source $ On-Campus Employment $ $ 32,000 TOTAL REMARKS Orientation begins 8/25/2015. Please report to ISSS upon arrival. SCHOOL ATTESTATION I certify under penalty of perjury that all information provided above was entered before I signed this form and is true and correct. I executed this form in the United States after review and evaluation in the United States by me or other officials of the school of the student's application, transcripts, or other records of courses taken and proof of financial responsibility, which were received at the school prior to the execution of this form. The school has determined that the above named student's qualifications meet all standards for admission to the school and the student will be required to pursue a full program of study as defined by 8 CFR 214.2(f)(6). I am a designated school official of the above named school and am authorized to issue this form. X DATE ISSUED 21 April 2015 PLACE ISSUED Ft. Washington, MD SIGNATURE OF: Helene Robertson, PDSO STUDENT ATTESTATION I have read and agreed to comply with the terms and conditions of my admission and those of any extension of stay. I certify that all information provided on this form refers specifically to me and is true and correct to the best of my knowledge. I certify that I seek to enter or remain in the United States temporarily, and solely for the purpose of pursuing a full program of study at the school named above. I also authorize the named school to release any information from my records needed by DHS pursuant to 8 CFR 214.3(g) to determine my nonimmigrant status. Parent or guardian, and student, must sign if student is under 18. x SIGNATURE OF: John Doe Smith X NAME OF PARENT OR GUARDIAN SIGNATURE DATE ADDRESS (city/state or province/country) DATE ICE Form I-20 A-B (12/2016) Page 1 of 3