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2019年全球人工智能发展趋势(英文版).pptx

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2019年全球人工智能发展趋势(英文版).pptx

1,Emerging trends across infrastructure, software architecture, and industrial applications,Whats next in AI?,The presentation will also be sent to you. Feel free to share with colleagues. The resolution of some slides may be suboptimal due to the webinar software. Those slides will look fine in the presentation that we send you.,2,Briefing recording will be distributed,W I T H I N2 4 H OUR S,cbinsights#cbibriefings,J OI N T H E C ONV E R S A T I ONON T W I T T E R,3,3,4,W H A TI SC BI N S I G H T S ?CB Insights is a tech market intelligence platform that analyzes millions of data points on venture capital, startups, patents, partnerships and news mentions to help you see tomorrows opportunities, today.c b i n s i g hts . c o m,5,I N DU S T RY - S C A L E,S U M M I T S,CL IE N T - ON L Y E VE N T S,P E E R - TO - P E E R N E T W O R K,The CBI Community Membership Has Benefits,DEMO DAY,6,cbinsightcbinsight#FutureFintechss,October 2-3, 2019New York, NY,events.cbinsights/future-of-health/ws,T R US T E D B Y T H E W OR L D S L E A DI NGC OM P A NI E S,“We use CB Insights to find emerging trendsand interesting companies that might signal a shift in technology or require us to reallocate resources.”,Beti Cung, Corporate Strategy, Microsoft,7,Deepashri Varadharajan,A B OUT T H E A NA L YS T,Lead Analyst, Artificial Intelligencedeepalearning | dvaradharajancbinsightsDeepashri Varadharajan is a lead analyst at CB Insights, researching the intersection of AI and different industries. She is passionate about studying new business models and opportunities that AI is helping shape, and how traditional corporations and governments are adapting to a rapidly changing landscape.Deepashri received her undergraduate degree in electronics and communications engineering from VIT University in India and an MS from the Columbia University Graduate School of Journalism. Before CB Insights, she worked for media houses including Al Jazeera America.Most popular analyses by DeepashriAI Trends in 2019Rise of Chinas Big Tech In AI The Future Of Clinical Trials,8,Contents,PA G E 1 1,9,Overview,PA G E 1 4,NExTT Framework,PA G E 2 1,Necessary Trends,PA G E 3 6,Experimental Trends,AI startups are emerging at record rates,STARTUP FUNDING,New startups raised 1st equity since 2016,in equity funding in 2018, exceeding2017 numbers,1.8K$19B5K+,Equity deals across 25+ industries raisedsince 2013,10,Source: CB Insights, number of startups and deals as of 11/27/18,From AI-assisted diagnostics,to checkout-free retail stores,to AI assistants mimicking natural speech,Commercial applications are rapidly emerging,BEYOND THE LAB,11,12,Whats next in AI?Trends redefining industries,13,INDUSTRY ADOPTION,MARKET STRENGTH,High,Low,High,Low,NExTTFramework,The NExTT frameworks 2 dimensions,Industry Adoption (y axis) Signals include:,Market Strength (x axis) Signals include:,momentum of startups in the space,market sizing forecasts,earnings transcript commentary,media attention,quality and number of investors and capital,competitive intensity,customer adoption(partnerships, customer, licensing deals),investments in R&D,incumbent deal making(M&A, strategic investments),14,Emerging trends in artificial intelligence,INDUSTRY ADOPTION,MARKET STRENGTH,High,Low,High,Low,NExTT Framework,15,25 trends disrupting the AI value chain,NEXXT,Open source frameworksEdge computingSynthetic training data,Capsule networksGenerative adversarial networksFederated learningReinforcement learning,Cyber threat huntingPredictive maintenanceDrug discoveryNetwork optimizationNext-gen prostheticsAdvanced healthcare biometrics,Conversational agentsE-commerce searchLanguage translationBack office automationClinical trial enrollment,Facial recognitionMedical imaging & diagnosticsAutonomous navigationCrop monitoringCheck-out-free retailAnti-counterfeitingAuto claims processing,Infrastructure,Architecture,Applications:Predictive intelligence,Applications: Natural language processing/synthesis,Applications:Computer vision,16,INDUSTRY ADOPTION,MARKET STRENGTH,High,Low,High,Low,NExTT Framework,Emerging trends in artificial intelligenceComputer visionNatural language processing/synthesis Predictive intelligenceArchitecture Infrastructure,17,INDUSTRY ADOPTION,MARKET STRENGTH,High,Low,High,Low,NExTT Framework,Facial recognition,Edge computing,NECESSARYOpen source frameworks,Predictive maintenance,Medical imaging & diagnostics,commerce search,CropmonitoringAutonomousReinforcementnavigationlearningNetwork optimizationTHREATENING,Emerging trends in artificial intelligenceComputer vision,Natural language processing/synthesis,Predictive intelligence,Architecture,Infrastructure,TRANSITORYConversational agentsCyber threat huntingE-Synthetictraining dataDrug discoveryBack officeautomationLanguage translationAnti-counterfeitCheck-out free retailAdvanced healthcarebiometricsAuto claimsClinical trialprocessingenrollmentNext-genGANsprostheticsFederatedCapsule NetworkslearningEXPERIMENTAL,18,INDUSTRY ADOPTION,MARKET STRENGTH,High,Low,High,Low,NExTT Framework,-,Language translation,TRANSITORYConversational agentsCyber threat huntingESynthetictraining data,Drug discoveryBack office automation,Check-out free retail,Clinical trial enrollment,Advanced healthcare biometrics,Auto claims processing,GANs,Federated learning,Next-gen prosthetics,Capsule NetworksEXPERIMENTAL,NECESSARYOpen source frameworksFacial recognitionPredictiveEdgemaintenancecomputingMedical imaging &commercediagnosticssearchCrop monitoringAutonomousReinforcementnavigationlearningNetwork optimizationTHREATENING,Emerging trends in artificial intelligenceComputer vision,Natural language processing/synthesis,Predictive intelligence,Architecture,Infrastructure,Anti-counterfeit,19,20,You should have a strategy for these,Necessary AI trends,21,Facial recognition,22,Chinas facial recognition trends up in newsNumber of mentions of “facial recognition” and “China”,Source: CB Insights News Trends,23,Demand for facial recognition tech rises in ChinaEquity and non-equity deals, 2013 2018,Source: CB Insights Deals Search,24,US patent applications show rising interest in facial recognition,Source: CB Insights patent analytics,Facial recognitionLiveness detection,25,Source: USPTO,Liveness detection patents explore additional layers of security,26,Early applications are taking off(despite some tech glitches.),Amazons tech reportedly misidentified some Congressmen as criminals,CMUs patent to enhance video surveillance,Apple Face ID feature in iOS10,27,Medical imaging & diagnostics,28,Source: CB Insights AI in Healthcare Collection,AI-AS-A-MEDICAL-DEVICEDiagnostics is a major driver of health AI deals,Equity deals,Equity funding ($M),FDA clearances are opening up new commercial opportunities,Diabetic retinopathy,Liver and lung AI lesion,CT scans analysis for strokes,REGULATIONS,29,Algorithms can now diagnose eye diseaseswithout the need for second opinion from a doctor,Diabetic retinopathy,Liver and lung AI lesionCT scans analysis for strokes,REGULATIONS,30,Google DeepMinds algorithm identifies possible tumors in breast biopsies,31,32,Edge computing,33,Source: CB Insights earnings transcript search engine,Mention of AI at the edge peaked in Q318Number of mentions of AI at the edge in earnings calls, by date of call,A few companies discussing AI at the edge,34,AI is driving decisions in real time,In-home smart cameras,On-device facial recognition,Instantaneous driving decisions,Vision for drones and robotics,35,Where the early adopters areExperimental AI trends,36,Generative adversarial networks,37,The power of AI vs AI,Two neural networks trying to outsmart each other are getting very good at creating realistic images.,Can you guess which ones are fake?,38,arxiv/abs/1809.11096,Can you guess which ones are fake?,39,arxiv/abs/1809.11096,AI-generated art sold for $432K at Christies,A group of artists and machine learning enthusiasts in Paris trained a GAN to create portraits, using 15,000 portraits painted between the 14th and 18th centuries,40,41,John Oliver turns into Stephen Colbert in these Deepfake videos,Researchers at CMU used GANs for “face-to-face” translation in this iteration of “deepfake” videos,cs.cmu.edu/aayushb/Recycle-GAN/,42,43,Anti-counterfeit,Brands are battling counterfeits on two fronts,AI VS SUPERFAKES,Online counterfeiting is vast and complex in scope and scale.,Spotting fakes is trickier and more manual in the physical world.,44,In 2017, weproactively removed a total of,45,10.7 million problematic products and blocked 40 million links thatraised infringement issuesWe have also partnered with over 400brands to work together on combating counterfeit.Colin HuangCEO of Pinduoduo,FAKE ONLINE LISTINGS,Markup for authenticating a $1,500 handbag,20%30-35%,46,Source: eBay Authenticate pricing comparison,Novel AI-based solutions are emerging,Random ink prints verifiable by neural nets,Online verification with machine learning,Handheld microscopic device,47,48,Checkout-free retail,49,Amazon has ushered in a new era of checkout-free retail,Amazon Go leverages computer vision and sensors to allows users to grab what they want and walk out,50,source: CB Insights,unleashing an unmanned retail frenzy in ChinaUnmanned and cashier-less retail deals in China,Amazon announces concept for Go store,The logistics are complex, but retailers are testing the waters with startups,Standard Cognition has partnered with Japans CPG wholesaler Paltac Corporation,AiFi reportedly has around 20 retail clients in the pipeline,STANDARD COGNITION,51,AIFI,Towards frictionless retailShopping = shoplifting - guilt,52,53,Synthetic training data,Access to large, labeled datasets is necessary for training AI algorithms. Access to this type of real-world data may not even be feasible. Realistic fake data may solve the bottleneck.,54,Realistic fake data,“Together, these results offer a potential solution to two of the largest challenges facing machine learning in medical imaging, namely the small incidence of pathological findings, and the restrictions around sharing of patient data.”,NVIDIA RESEARCH ON GANS,55,Using AI to generate realistic images to train AI,Other trends on the horizon,Clinical trial enrollment,Next gen prosthetics,Language translation,EXPERIMENTAL,56,Emerging trends in artificial intelligence,INDUSTRY ADOPTION,MARKET STRENGTH,High,Low,High,Low,NExTT Framework,57,DI G G I NGDE E P E RAdditional AI research on CB Insights,100 Artificial Intelligence Startups Redefining IndustriesRise of Chinas Big Tech In AI: What Baidu, Alibaba, And Tencent Are Working On The AI Industry Series: Top Retail AI Trends To WatchThe AI Industry Series: Top Healthcare AI Trends To WatchArtificial Intelligence Deals Tracker: 5K Deals Across 25+ Industries In One Heatmap The Race For AI: Google, Intel, And Others Acquire AI StartupsAmazon Strategy Teardown: Building New Business Pillars In AI, Next-Gen Logistics, And Enterprise Cloud AppsAI In Financial Services: The Deep Learning Revolution,58,Not a customer? Get access today.,CollectionsMarket landscapes that highlight emerging players, incumbents, and more in new technology areas,Market MapVisually compelling industry market landscapes,Augment this briefing with the CBI platform,DI G G I NGDE E P E R,This briefing contains links to the underlying data, trends, research on the CB Insights machine intelligence platform. These links are described below.,Advanced SearchDrill into the underlying data for a particular point,TrendsWhats happing, who is being mentioned, company comparisons, and more: News, Patents, Earnings call,ReportsVisualizations providing insight into markets you care about,ProfileTake a deep dive into a specific company, their performance, who invested in who, and more,59,Not a customer? Get access today.,

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