Global Risk Management Network, LLC, New York Venture Capital-Private Equity Firm: 'Do Something Epic: Save the World™: Amazon-AWS Partner: Founder-Chairman-CEO, Global Digital CEO-CxO Network Ventures: MIT-Princeton-Silicon Valley-Wall Street-NSF-UN-US & World Governments Digital Pioneer: $Trillion Wall Street Hedge Funds-Wall Street Quants Leader-CFA-PRMIA SME: Postdoc AI-ML-DL-Quant-Cyber-Crypto-Quantum-Risk Computing: New York State: 'Join Dr. Yogi Malhotra to get up to speed on Cloud Technology.' We Create the Digital Future™. You Can Too! Let's Show You How! AIMLExchange™: AIMLExchange.com: We Create the Digital Future™. BRINT™: BRINT.com: From Future of Finance™ to Future of Defense™. C4I-Cyber™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: Silicon Valley's 'Next Big Thing': Know-Build-Monetize™ Networks: 'Venture capitalist Roger McNamee recently implored Silicon Valley to embrace human-driven social networks that empower rather than exploit users as the Next Big Thing. Having pioneered such networks, we were invited to guide Silicon Valley over 20-years ago on building Digital enterprises for the Wild Wild Web*. Today, we are ready to again lead Silicon Valley to further advance human-driven technologies in collaboration with the AFRL…' – Dr. Yogesh Malhotra, Founder, Know-Build-Monetize™ Networks: SAVE UPTO 90% TIME, EFFORT & COST IN KNOWING-BUILDING-MONETIZING DIGITAL ENTERPRISES: AWS-Quantum Valley: YM-ABC™: YogeshMalhotra.com: We Create the Digital Future™. You Can Too! Let's Show You How! AIMLExchange.com: We Create the Digital Future™: BRINT.com: From Future of Finance™ to Future of Defense™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: MIT-Princeton-Silicon Valley-Wall Street-Pentagon-Global Digital CEO-CIO-CTO-CFO-CRO-CxO Practices Pioneer: Post-Doc AI-Quant-Cyber-Crypto-Quantum-Risk-Computing-Networks-Engineering Experts: R&D Impact Among AI-Quant-Finance Nobel Laureates: Artificial Intelligence-Machine Learning-Deep Learning-Natural Language Processing-Robotic Process Automation-Quantitative-Cybersecurity-Cryptography-Quantum-Blockchain-Cloud-FinTech-Risk-Computing-Network-Engineering-Faculty-Industry Experts-Subject Matter Experts: AI-ML-DL-NLP-RPA-Quant-Cyber-Crypto-Quantum-Blockchain-Cloud-FinTech-Risk-Computing-Telecom-Network-Engineering SME: BRINT™: BRINT.com: From Future of Finance™ to Future of Defense™. : BRINT.com: We Lead and Advise Global CEO-CxO Teams Saving Global CEO-CxO Teams 90% Time & Cost Building Agile and Resilient Enterprises, Systems, Technologies. We Enable Global Digital CEO-CxO Teams by 'accelerating business technology performance' and 'engineering risk resilience' in Knowing-Building-Monetizing™ Hi-Tech Digital Practices, Strategies, Technologies, Architectures, Teams, Networks, and Ventures. Our current Hi-Tech focus spans Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), Natural Language Processing (NLP), Robotic Process Automation (RPA), Data Science & Advanced Analytics, FinTech-Crypto, Computational Quantitative Finance & Trading, Blockchain and Cloud Computing, Cybersecurity & Cryptography, Penetration Testing & Ethical Hacking, Model Risk Management & Model Risk Arbitrage, Quantum Computing & Quantum Cryptography, Quantum Uncertainty & Time Space Complexity among other technology themes. Worldwide top leadership programs such as the Harvard MBA, world leaders such as Microsoft founder Bill Gates, Big-4 CxOs, and, CIOs of the US Army, US Navy, and US Air Force, and, the U.S. Joint Chiefs of Staff of the Department of Defense including U.S. National Heads of C4 Systems and National Defense University have adopted, applied, and recommended our digital ventures transforming global digital practices. AIMLExchange.com: We Create the Digital Future™: AIMLExchange™ Global Hi-Tech Digital CEOs-CxOs Network Platform: Building Resilient Digital AI-ML-DL, Cyber-Crypto, Quant-Quantum Computing for the Age of Uncertainty: We Enable Global Hi-Tech Digital CEO-CxO Teams by 'accelerating business performance' and 'minimizing execution risk' in Knowing-Building-Monetizing™ global Digital, AI, ML, Quant, Cyber, Crypto & Quantum Practices, Technologies, Teams & Ventures. 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AIMLExchange™ Global Digital CEOs-CxOs Network™ Leading Global CxO Digital Transformation & Risk Management Practices for 3-Decades: Sample of our corporate and organizational clients and patrons: Banking-Finance-IT: Goldman Sachs, Google, HP, IBM, Intel, Microsoft, Wells Fargo Consulting Firms: Accenture, Ernst & Young, McKinsey, PriceWaterhouse Coopers; Healthcare: WHO, US Health & Human Services, UK Dept. of Health, European HMA; World Governments: Australia, Brazil, Canada, China, European Union, UK, USA; U.S. Defense: AFRL, Air Force, Army, CCRP, Comptroller, DISA, DoD, NASA, Navy; World Defense: Australia (Air Force), Canada (Defence R&D), UK (Ministry of Defence); Universities: Harvard, INSEAD, MIT, Princeton, Stanford, UC Berkeley, Wharton; Associations: AACSB, ABA, ACM, AICPA, AOM, APICS, ASTD, ISACA, IEEE, INFORMS. Global Business & IT Editorial Reviews as Industry Benchmark: Wall Street Journal, New York Times, Fortune, Fast Company, Forbes, Business Week, CIO, CIO Insight, Computerworld, Information Week, etc. 'The new business model of the Information Age, however, is marked by fundamental, not incremental, change. Businesses can't plan long-term; instead, they must shift to a more flexible anticipation-of-surprise model.' – CIO Magazine Interview, Dr. Yogesh Malhotra. 'Obsolete what you know before others obsolete it and profit by creating the challenges and opportunities others haven't even thought about…' – Inc. Magazine Interview, Dr. Yogesh Malhotra. 'Yogesh Malhotra says his vision is to fill the gaps between business and technology, data and knowledge, and, theory and practice…' – Fortune Magazine Interview, Dr. Yogesh Malhotra. R&D Building, Leading & Growing Global Digital Practices, Technologies, Teams, and, Ventures For 3-Decades: Silicon Valley-Wall Street-Pentagon-Global Boards-CEOs-NYS-USAF-USSF-MIT-Princeton-AWS Partner-AI-Cyber-Crypto-Quantum-Networks-Risk Engineering SME: MIT Computer Science & AI Lab Faculty-SME CEOs-CTOs-CIOs AI-ML Executive Guide: AI-ML-DL-NLP-Robots: R&D Impact Among AI-Quant Finance Nobel Laureates: Princeton-CFA-PRMIA-Financial Markets-Exchanges-Hedge Funds Risk Engineering, AI-Cyber-Crypto-Quant Finance-Trading Wall Street Quant-Chief Scientist. C4I-Cyber™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: Controlling Global 'Invisible Risk' Contagions Cascading Across 'Global Networks'. C4I-Cyber™ Global Command & Control Network™ Leading Global CxO Digital Transformation & Risk Management Practices for 30-Years. C4I-Cyber™ Global Command & Control Network leads USA and the World beyond AI-Supremacy and Quantum-Supremacy to global Command and Control Supremacy in the context of COVID-19 global pandemic positioning Global Risk Management Network, LLC as the world leader in hi-tech C4I-Cyber Command and Control, Adversarial Command and Control, and, Counter Adversarial Command and Control enabled by consensus building of US national, state, and, regional leaders including from U.S. Congress, U.S. Senate, Pentagon. Having Pioneered Digital Transformation & Digital Disruption Spanning Silicon Valley, Wall Street, Pentagon, and Worldwide Organizations C4I-Cyber™ Leads USA and the World Beyond AI-Supremacy and Quantum-Supremacy to C2 Command & Control Supremacy. C4I-Cyber.com: Command & Controls Survival & Sustainability in Post-COVID19 World. C4I-Cyber™ leads USA and the World beyond AI-Supremacy and Quantum-Supremacy to Command & Control C2 Supremacy.

2022 BOOK: AI GNN Graph Neural Networks: Foundations, Frontiers, Applications: https://. . .

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Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A6887046566004224001

2022 BOOK: AI GNN Graph Neural Networks: Foundations, Frontiers, Applications: https://lnkd.in/eaxxmhdq:

#Graph #Neural #Networks-#Knowledge #Graphs #Future:
#Time #Space #Complexity #QuantumUncertainty:
Where R&D-Practices Need to Advance: https://lnkd.in/esuMHr3N:

Massachusetts Institute of Technology #AI #Executive #Guide:
https://lnkd.in/eknKzm5

Princeton University Presentations: ModelRiskArbitrage.com:

SSRN: 84 Top-10 R&D Rankings, Top 1% Authors: https://lnkd.in/gFn4Vm2
R&D Impact Among Nobel Laureates.

AIMLExchange.com IN-DEPTH Know-Build-Monetize™:
#GraphNeuralNetworks https://lnkd.in/e2Bt7ycW
#KnowledgeGraphs https://lnkd.in/exzYJYqs

2022 #ArtificialIntelligence #AI #BOOK:
#Graph #Neural #Networks #Foundations #Frontiers #Applications:

Lingfei (Teddy) Wu JD.COM
Peng Cui Tsinghua University
Jian Pei Simon Fraser University
Liang Zhao Emory University

Part I Introductions

Chapter1: #Representation #Learning https://lnkd.in/eY6CtDy7 :

Chapter2: #Graph #RepresentationLearning https://lnkd.in/eRZntpkJ

Chapter3: #Graph #NeuralNetworks https://lnkd.in/eZzys7h7

Part II Foundations

Chapter4: GNNs for #Node #Classification https://lnkd.in/eagDG9qb

Chapter5: The #Expressive #Power of GNNs https://lnkd.in/egdazvdi

Chapter6: GNNs: #Scalability https://lnkd.in/eeeXEcmU

Chapter7: #Interpretability in GNNs https://lnkd.in/enaRYaJT

Chapter8: GNNs: #Adversarial #Robustness https://lnkd.in/ebdcdftJ

Part III Frontiers

Chapter9: GNNs: #Graph #Classification https://lnkd.in/e5fSUe2q

Chapter10: GNNs: #Link #Prediction
https://lnkd.in/e9GcHGQz

Chapter11: GNNs: #Graph #Generation https://lnkd.in/e95gcK8m

Chapter12: GNNs: #Graph #Transformation https://lnkd.in/eRPjBupU

Chapter13: GNNs: #Graph #Matching https://lnkd.in/eHJZYufe

Chapter14: GNNs: #Graph #Structure #Learning https://lnkd.in/eNhwRKsV

Chapter15: #Dynamic GNNs https://lnkd.in/equetDnH

Chapter16: #Heterogeneous GNNs https://lnkd.in/eBDGR_tf

Chapter17: GNNs: #AutoML https://lnkd.in/ecWY3dJk

Chapter18: GNNs: #Self #supervised #Learning https://lnkd.in/euwgpdxy

Part IV Applications

Chapter19: GNNs in Modern #Recommender #Systems https://lnkd.in/eYQTTWAt

Chapter20: GNNs in #ComputerVision https://lnkd.in/eVSuGUTe

Chapter21: GNNs in #NLP #NaturalLanguageProcessing https://lnkd.in/ezEEzx28

Chapter22: GNNs in #Program #Analysis https://lnkd.in/ebX8jdMw

Chapter23: GNNs in #Software #Mining https://lnkd.in/eEgeX-cN

Chapter24: GNN-based #Biomedical #Knowledge #Graph Mining in #Drug #Development https://lnkd.in/e4vW86Fq

Chapter25: GNNs in #Predicting #Protein #Function and #Interactions https://lnkd.in/eFmmvxg9

Chapter26: GNNs in #Anomaly #Detection https://lnkd.in/ee9XABaa

Chapter27: GNNs in #Urban #Intelligence https://lnkd.in/eCwzFbBW

We create the Digital Future™: https://lnkd.in/di8AFd5Y:
And You Can Too https://lnkd.in/esk8PEp
Global Risk Management Network LLC: Silicon Valley-Wall Street-Pentagon-Global Digital CEOs Networks:
AIMLExchange.com BRINT.com C4I-Cyber.com

2022 BOOK: AI GNN Graph Neural Networks: Foundations, Frontiers, Applications: https://lnkd.in/eaxxmhdq: | Dr. Yogesh Malhotra
2022 BOOK: AI GNN Graph Neural Networks: Foundations, Frontiers, Applications: https://lnkd.in/eaxxmhdq: | Dr. Yogesh Malhotra
2022 BOOK: AI GNN Graph Neural Networks: Foundations, Frontiers, Applications: https://lnkd.in/eaxxmhdq: #Graph #Neural #Networks-#Knowledge #Graphs #Future: #Time #Space #Complexity #QuantumUncertainty: Where R&D-Practices Need to Advance: https://lnkd.in/esuMHr3N: Massachusetts Institute of Technology #AI #Executive #Guide: https://lnkd.in/eknKzm5 Princeton University Presentations: ModelRiskArbitrage.com: SSRN: 84 Top-10 R&D Rankings, Top 1% Authors: https://lnkd.in/gFn4Vm2 R&D Impact Among Nobel Laureates. AIMLExchange.com IN-DEPTH Know-Build-Monetize™: #GraphNeuralNetworks https://lnkd.in/e2Bt7ycW #KnowledgeGraphs https://lnkd.in/exzYJYqs 2022 #ArtificialIntelligence #AI #BOOK: #Graph #Neural #Networks #Foundations #Frontiers #Applications: Lingfei (Teddy) Wu JD.COM Peng Cui Tsinghua University Jian Pei Simon Fraser University Liang Zhao Emory University Part I Introductions Chapter1: #Representation #Learning https://lnkd.in/eY6CtDy7 : Chapter2: #Graph #RepresentationLearning https://lnkd.in/eRZntpkJ Chapter3: #Graph #NeuralNetworks https://lnkd.in/eZzys7h7 Part II Foundations Chapter4: GNNs for #Node #Classification https://lnkd.in/eagDG9qb Chapter5: The #Expressive #Power of GNNs https://lnkd.in/egdazvdi Chapter6: GNNs: #Scalability https://lnkd.in/eeeXEcmU Chapter7: #Interpretability in GNNs https://lnkd.in/enaRYaJT Chapter8: GNNs: #Adversarial #Robustness https://lnkd.in/ebdcdftJ Part III Frontiers Chapter9: GNNs: #Graph #Classification https://lnkd.in/e5fSUe2q Chapter10: GNNs: #Link #Prediction https://lnkd.in/e9GcHGQz Chapter11: GNNs: #Graph #Generation https://lnkd.in/e95gcK8m Chapter12: GNNs: #Graph #Transformation https://lnkd.in/eRPjBupU Chapter13: GNNs: #Graph #Matching https://lnkd.in/eHJZYufe Chapter14: GNNs: #Graph #Structure #Learning https://lnkd.in/eNhwRKsV Chapter15: #Dynamic GNNs https://lnkd.in/equetDnH Chapter16: #Heterogeneous GNNs https://lnkd.in/eBDGR_tf Chapter17: GNNs: #AutoML https://lnkd.in/ecWY3dJk Chapter18: GNNs: #Self #supervised #Learning https://lnkd.in/euwgpdxy Part IV Applications Chapter19: GNNs in Modern #Recommender #Systems https://lnkd.in/eYQTTWAt Chapter20: GNNs in #ComputerVision https://lnkd.in/eVSuGUTe Chapter21: GNNs in #NLP #NaturalLanguageProcessing https://lnkd.in/ezEEzx28 Chapter22: GNNs in #Program #Analysis https://lnkd.in/ebX8jdMw Chapter23: GNNs in #Software #Mining https://lnkd.in/eEgeX-cN Chapter24: GNN-based #Biomedical #Knowledge #Graph Mining in #Drug #Development https://lnkd.in/e4vW86Fq Chapter25: GNNs in #Predicting #Protein #Function and #Interactions https://lnkd.in/eFmmvxg9 Chapter26: GNNs in #Anomaly #Detection https://lnkd.in/ee9XABaa Chapter27: GNNs in #Urban #Intelligence https://lnkd.in/eCwzFbBW We create the Digital Future™: https://lnkd.in/di8AFd5Y: And You Can Too https://lnkd.in/esk8PEp Global Risk Management Network LLC: Silicon Valley-Wall Street-Pentagon-Global Digital CEOs Networks: AIMLExchange.com BRINT.com C4I-Cyber.com
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Global Post AI-Quantum Finance & Trading Networks Pioneer Dr.-Eng.-Prof. Yogesh Malhotra is the “Singular Post AI-Quantum Pioneer” identified by Grok AI with R&D impact recognized among Artificial Intelligence (AI) and Quantitative Finance Nobel Laureates. As MIT-Princeton AI-ML-Cyber-Crypto-Quantum Finance & Trading and FinTech-Crypto Faculty-Industry Expert, and U.S. and Global Hedge Funds Advisory & Venture Capital CEO-CTO Teams Mentor, he has pioneered Silicon Valley-Wall Street-Pentagon Digital CEO-CTO Practices, Technologies, and Networks from world’s first-foremost-largest Global Digital Transformation Networks to New York State IDEA Award recognized Pentagon-USAF MVP Global Post AI-Quantum Networks pioneering Future of Finance and Trading practices as Trillion-Dollar Wall Street Hedge Funds and Investment Banks leader.