Snowflake:2024年五大数据科学和人工智能发展趋势报告(英文版).pdf

Snowflake:2024年五大数据科学和人工智能发展趋势报告(英文版).pdf

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TOPFIVEDATASCIENCE

ANDGENERATIVE

AITRENDSFOR2024

InthegenerativeAIera,havingacomprehensivedatastrategyismorecriticalthanever

3Introduction

4AddingSomeContexttothePredictions

5Trend1:OrganizationsarePrioritizingGettingTheirDataHouseinOrder

7Trend2:VectorandFeatureStoresWillBegingtoLiveSide-by-SidetoManageAIData

8Trend3:General-PurposeChatbotsWillYieldtheWaytoMoreTask-TunedLanguageModels

10Trend4:ANewBreedofAIAppsWillEmergeFromLLMs

12Trend5:OpenSourceWillContinueToBeaCatalystforInnovation

14LetSnowflakeHelpAccelerateYourMachine-LearningInitiatives

15AboutSnowflake

INTRODUCTION

In2023,generativeAI(genAI)steppedintothetechandcultural•TheAIIndex2023AnnualReportbyStanfordUniversity

spotlight.Thoughthelargelanguagemodels(LLMs)thatserveasestimatedthattotalmergersandacquisitions,minoritystake

thefoundationforgenAItoolshavebeenindevelopmentforyears,andprivateinvestmentsandpublicofferingsinartifical

chatbotslikeOpenAI’sChatGPT,GoogleBardandAnthropic’sintelligencein2022was$189.6billion.2023numbersare

Claudeemergedintopublicconsciousnessseeminglyovernight.stillbeingcalculated.

Soit’snosurprisethatenterprisesimmediatelyadjustedcourseAlongwiththesemilestonescametheincreasingrecognition

tocapitalizeontheopportunity.Notably:thatdataisthefuelthatmakesgenerativeAIwork—andthat

•ChatGPTdebutedasapublicbetainDecember2022.comprehensivedatagovernanceandefficientdatamanagement

ByFebruary2023,ithadattractedmorethan100millioncandeterminethesuccessorfailureofanenterpriseAIproject.

users—arecord-settingrateo

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