?? Industrial IoT + AI / Generative AI ??: Actual Case Studies, Insights and Perspectives >>> ?????? | July - August 2024
??Fabio Bottacci
Senior Business Advisor / Venture Partner | Executive Director Business Development / Startups GTM Strategy & Execution | Industrial IoT + AI GenAI Expert & Evaluator @Horizon Europe Funding | HBR Advisory Council Member
Hey everyone,
Already back to school ????????, or still taking the most of the last days of your summer holidays ??????????? Hopefully, the latter!!!
In any case, as usual, I hope you'll enjoy this newsletter...??
Ciao, Fabio
#industrial #iot #iiot #ai #genai #generativeai #casestudies #insights #perspectives
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英伟达 launches NIM Agent Blueprints, allowing developers to quickly build enterprise AI apps ?????? | Via VentureBeat | August 27, 2024 | @VINCI_Digital
Today [8/27], 英伟达 announced the launch of NIM Agent Blueprints, a catalog of AI workflows and software resources designed to accelerate the development and deployment of generative AI-powered agents and applications
??Available as a free-to-download offering, the blueprints touch canonical use cases such as
>>> customer service avatars
>>> drug discovery
>>> data extraction from documents
??Developers can work with these using their datasets to quickly get started and deploy agents tailored to their respective business functions. Nvidia also plans to add resources for more applications soon.
The move from the Jensen Huang -led company comes as enterprises across sectors continue to remain bullish on the prospects of generative AI and how it can boost productivity, saving time and money.
?? 英伟达 is even working with several technology solutions providers and global system integrators to ensure seamless access and deployment of the blueprints.
What do NIM Agent Blueprints bring to the table?
??While enterprises have been tapping generative AI for tasks like content generation and summarization for quite some time, many teams are looking to go beyond standard use cases with applications using one or more AI agents, backed by their proprietary data.
??The customized agents are being hailed as the second wave of gen AI (with immense growth potential), but building and deploying them continues to be a complex, multi-step process.?
Most organizations continue to struggle with this issue, leading to delays and cash burn.
??With the new NIM Agent Blueprints, 英伟达 is giving teams everything they need to accelerate these workflows, right from sample applications built with Nvidia NIM, NeMo and partner microservices, reference code, customization documentation and a Helm chart (which combines YAML files and templates to define the necessary configurations) for deployment.
??Using the pre-trained AI workflows in the blueprints, developers can easily jumpstart the complex development process and deploy their agentic applications across accelerated data centers and clouds. They can modify the blueprints using proprietary data, allowing developers to tap both information retrieval and agent-based workflows capable of performing complex tasks.?
??On top of this, as users interact with these applications, the blueprints can also be enhanced, creating a continuous learning cycle leading to better performance over time.
Source: https://bit.ly/3Xt1KWI
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#iot #ai #genai #agents #pretrained #workflows
Industrial IoT [IIoT]: Driving Efficiency and Innovation in Manufacturing | Via Silicon Valley Innovation Center | August 27, 2024 | @VINCI_Digital
The New Industrial Revolution
??As industries continue to evolve in an increasingly data-driven world, the ability to anticipate and respond to operational challenges is becoming a critical differentiator for businesses.
??While 30% of manufacturers currently use data to predict operational performance,?an additional 60% aim to make predictivity a primary focus by 2030.
The Industrial Internet of Things (IIoT) makes this ambitious leap toward predictive capabilities possible. IIoT refers to using connected devices and systems in industrial settings, such as manufacturing, energy, and transportation, to monitor, automate, and optimize processes for improved efficiency, safety, and productivity.
The Power of Data: How IIoT Turns Machines into Storytellers
Machines Sharing Real-Time Insights
Predictive Maintenance: Preventing Costly Breakdowns
??Predictive maintenance, driven by IIoT, is a transformative strategy that empowers industries to prevent costly breakdowns by enabling machines to self-report issues in real-time.
??With manufacturers facing an?average of 800 hours of equipment downtime annually, costing industries like automotive up to $22,000 per minute, the financial impact substantially totaling as much as $50 billion annually for industrial manufacturers.
Rolls-Royce exemplifies this approach by developing?low-cost IoT trackers that monitor engine utilization and location.?By analyzing this data, maintenance can be scheduled proactively, reducing unplanned downtime and enhancing operational efficiency.
Beyond Efficiency: Delivering Personalized Products at Scale
Flexible Manufacturing for Customization
Siemens uses IIoT in its ‘Smart Factory’?to produce custom-made products like personalized medical devices. By connecting machines and systems, Siemens can easily switch between different product designs, ensuring each item meets specific customer requirements without losing efficiency.
Mass Customization: A Game Changer
For example,?Adidas launched the Speed Factory?to create customized shoes tailored to individual consumer preferences. Utilizing advanced IIoT technologies, these factories are equipped with robotics and intelligent machines that rapidly adjust production processes to develop personalized footwear.
The Invisible Workforce: Automated Systems Running the Show
Factory-Wide Optimization & The Power of Digital Workforce
Learning Machines: How IIoT Enables Factories to Improve Continuously
Overlooked Challenges: The Complexities of Balancing Innovation and Security
Upgrading Legacy Systems
Balancing Innovation and Security
Schneider Electric,?a global leader in energy management, successfully balanced innovation and security in its intelligent factories. They implemented IIoT while investing in cybersecurity measures, such as regular security assessments and updates to their legacy systems.
The Role of Human Oversight in IIoT: Complementing, Not Replacing
Future Vision: A Glimpse into Fully Connected Smart Factories
BMW’s iFACTORY?exemplifies the future of intelligent manufacturing by integrating AI, IIoT, 5G, and virtual reality. In this highly automated environment, cars on the production line act as intelligent agents, communicating build status, detecting errors, and enhancing quality control through AI-driven visual and acoustic checks.
Video: https://youtu.be/g78YHYXXils
Autonomous logistics robots and connected systems streamline the supply chain, while the Omniverse platform, developed with 英伟达 , allows global teams to design and optimize production processes virtually in real-time. This advanced technological synergy positions 宝马 at the forefront of Industry 4.0 innovation.
The Broader Impact: Why IIoT Matters Beyond Manufacturing
Extending Benefits to Supply Chain Management
Broader Economic Trends and Global Trade Dynamics
Source: https://bit.ly/4e5Rr01
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#iot #iiot #ai #genai #manufacturing
????% ???? ?????????? ???? ???????????????? ?????????????? ???????? ??????: ???????? ???????? ?????? ???? 10 ?????????? ?????????????????? ?????????????????? ?????? ?????????? ???????????????????? ????, ?????? 74% ???? ?????????? ?????? ?????????????? ???????????? ?????????????? ?????????????? ???? ????????????????????, ?????????????????? ???? ?????? ???????????????? ???????? Google Cloud ?????????? ???????????? ???????? Forbes ?????? | Via Forbes ?????? / By Megan Poinski | August 8, 2024 | @VINCI_Digital
The report, based on a survey of more than 2,500 C-suite leaders of companies with more than $10 million in revenue,????????????? ???????????????????? ?????????? ???????? ?????? ????????????????????:
??A total of 86% that implemented generative AI saw their revenue increase by more than 6%. More than three quarters (77%) saw their leads and customer acquisition improve.
??Nearly half (45%) saw employee productivity at least double. More than half (56%) reported improved cybersecurity, with 82% better able to identify threats, and 71% able to resolve issues faster.
??And 85% said user engagement has increased with generative AI.
“???????????????????? ???? ???? ?????? ???????? ?? ?????????????????????????? ????????????????????; ????’?? ?? ?????????????????? ????????????????????????????,” Oliver Parker , vice president of global generative AI go-to-market, Google Cloud , said in the study. “?????????????????????????? ?????????????????? ???? ?????? ???? ?????????? ?????? ?????? ???????? ???????? ???????? ???? ???????? ???????????????????? ???? ?????????????? ???? ?????? ???????????? ????????????.”
?????????? ?????????? ???????? ???? ?????????????????????? ???????? ?????????? ?????????????????? ?????????? ???????? ???? ???????????????????? ???????? ????, creating better solutions for more aspects of their companies:
>>> A total of 47% are investing in business and technology alignment to support change management for AI adoption
>>> Almost the same amount said they plan to invest in upskilling their workforce and attracting new talent better versed in AI
>>> And 43% are investing in data quality and knowledge management to ensure future generative AI systems have accurate and reliable data to work on.
?????????? ??????????????????, ???????????? ??????????, ???????? ???????? ???? ?????? ???????????? ???? ???????????????????? ???? ??????????????:
>>> A total of 84% said they moved from pilot to production in six months or less
>>> And most of the 39% of organizations that don’t have AI systems up and running are working on it
>> Only 5% haven’t yet started.
??This study provides????????????????? ???????????????? ???? ?????? ?????????????????????? ???? ????—???????? ???? ?????????? ???? ???????? ?????? ??????????—?????? ???????????? ?????? ??????.
Sources: https://bit.ly/3WDE5Rx / https://bit.ly/4dIR7on
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#iot #ai #genai #roi #aiearlyadopters
?? ???????????? ?????? ???????????????????? ???? (???????? ???? ?????????????????? ???????? ?????????? ????????????): ???????? ?????? ???????? ???????? ???????????????? ???? ???????????????? ?????? ???????? ???????? ?????????? ???????????? ???????????? ???? ?????????? ?????????? ???? ???????????????????? ????—???? ?????????????? ???????? ?? ?????????????????????? ?????? | Via The Wall Street Journal / By Isabelle Bousquette | July 22, 2024 | @VINCI_Digital
?????????? ?????????????????????? ???????????????? ???????? ???????????????????? ???? ??????’?? ?????? ?????????? ???????? ?????? ?????????? ???????? ??????????????. But lately some are having to throw a wet blanket on the enthusiasm of?chief executives and boards intoxicated by the technology’s promise
??Since the debut of OpenAI’s ChatGPT in November 2022, generative AI—a form of AI that uses prompts to generate text and other content—has captivated corporate boardrooms and Wall Street, catapulting AI chip maker NVIDIA to a trillion-dollar valuation.
??Companies that mention generative AI in their earnings reports have seen bumps in their stock prices, fueling a race among firms to position themselves as front-runners in adopting the technology.
??But as a result, ???????? ???????? ?????? ???????? ?????? ?????????? ???? ???????????????? ???? ???????????????? ?????? ???????????????????? ???????? ?????????? ???????? ?????????????????? ???? ???????????? ?????????? ?????????? ???? ???????????????????? ????, or even something as simple as a spreadsheet.
“???????????????????? ???? ???? ?????? ?? ???????????? ???????????? ?????? ?????????? ???????????? ?????? ????????,” Sridhar Sharma, CIO of nonbank mortgage servicer and originator Mr. Cooper, said.
“???? ????????, ???? ???????? ?????????? ????’?? ?????? ???? ??????????????????, ?????? ?????????????????? ????’?? ??????????????????.” Engineering generative AI solutions can be more complex, more expensive and more prone to hallucinations than other forms of AI, he added.
Source: https://lnkd.in/dXWigK8V
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领英推荐
#iot #ai #genai #predictiveai #cio #wallstreet
???????????? ???? ?????? ??????????????????: ?????? ???? ???????????? ???????? ?????????????????? ???????????????????? ??????????????????: ???? ???????? ???????? ???????? ???????????? ??????, ?????????? ??????????????????????, ?????? ??????????????????, ?????? ???????????????????????? ?????? ?????? ???????????? ???? ???????? ?????? | Via CB Insights | July 31, 2024 | @VINCI_Digital
An ?????????????????? ?????????????? ?????????????????? would reshape industries as we know them. The implications would be enormous, changing how companies hire and scale, as well as what they can achieve with a small headcount
??The idea of ???????????????????? ???? ???????????? — ??????-?????????????? ???????? ???????? ?????? ?????????????????????????? ???????????? ?????? ?????????????? ?????????? —?caught on like wildfire?in 2023, marking an important evolution beyond chatbots and copilots.
OpenAI ?????? ?????? ???????????? ?????? ?????????????????? ???????????? ???? “????’?? ???????????? ????????????????” ???? ???????????????? ???? ?????? 2024.
??While much of the tech remains limited in its ability to execute tasks reliably, use cases are gaining traction in ???????????????????? ???????????????????? ???????????????????????? like customer support, sales, and engineering.
???????? ?????????? ???? ???? ????????????:?Investment is surging to companies in the space, but limitations — most notably, agent reliability — remain.
???????????????? ???????????????????? ???????????????????????? ?????? ??????????????:?The landscape of ????-???????????? ?????????? ?????????????? is dominated by a focus on horizontal applications — across sales, customer support, and other enterprise and general productivity workflows.
?????????????????? ???????????????? ???????????????????????? ?????? ??????????????????????????:?While few agentic companies focus on single industries, companies are emerging to target workflows across ?????????????????? ????????????????, ??????????????????????, and more.
Source: https://bit.ly/4d7EEu4
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#iot #ai #genai #autonomous #aiagents #workforce
?????? ?????????????? ?????????????????? ????????: ?? ?????????????? ???????????????? - ?????????? ?????? ???????? 3,300 ???????????? ?????? ????????????????, ?????????????????? ???? ?????? ???????????? 83-???????? ?????? ?????????????? ?????????????????? 2024 ???????????? ?????? ????????????????—?? ?????????? ???????? ???????? ?????? 1,205 ???????????????????? ???? 2021 ?????? | Via IoT Analytics / By Zeynep Kaman | July 31, 2024 | @VINCI_Digital
7 ?????????????? ???????????????? ???????????????? ?????????? ?????? ?????? ?????????????? ?????????????????? 20241) ?????? ?????????? ???? ?????? ???????????????? ???? ???????? ???? ????????????????????
??North America has the most IoT startups, but Asia is gaining) ????-?????????? ?????? ???????????????? ?????? ?????????? ?????????????? ??????????, ?????? ?? ?????????????? ?????? ?????????????? ?????????? ??????????????
??The top 20 IoT startups collectively received 31% of all investments) ?????????????? ?????????? ???????????????????? ???????????? ?????? ?????? ???????????????? ????????????????
??Large funding amounts for IoT semiconductor and robotics startups) ?????????????????? ?????????????? ?????? ?????? ?????? ?????????????? ????????????????
??Techstars continues to lead in IoT startup investments by a long shot) ?????????????????????????? ???????????????? ?????? ???????? ?????????????????? ???????? ?????? ????????????????, ?????? ?????????? ????????- ?????? ????????????/??????????????-?????????????? ???????????????? ???????? ????????????????
?? Over a quarter of startups focus on the manufacturing industry, but focus on cities and utilities is rising6) ???? ???????????? ?? ????????????????
??Over 5% of IoT startups worldwide are focused on AI-based solutions) ?????????????????? ???? ?????? ???????? ???????????? ????????????????
??3 in 5 IoT startups offer analytics
Source: https://bit.ly/46L5whb
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#iot #startups #landscape2024 #ai #genai #analytics
????-????????????????, ???????????????????? ??????????: ???????????????? ?????????????????????? ?????? Toyota Research Institute ?????????????? ???????????????????? ?????????????????? - ???? ????????-?????????????? ???????????????? ?????? ???????????????? ???????? ?????????????? ???????? ?????????????????? ????????????, ?????? ?????????????????? ?????????? ???????? ?????????????? ?????? ???????????? ???? ?????????????????? ?????????????? ???? ?????????? ?????????????????? ?????? | Via Stanford University School of Engineering | July 23, 2024 | @VINCI_Digital
???????????? ?????????? is something of a cross between grand prix auto racing and pairs figure skating:
>>> Two cars skid and weave, appearing to “drift” while under each driver’s control
>>> The lead car swerves through an elaborate series of maneuvers, and the chase car follows, trying to mirror every move while staying as close as possible – without touching.
>>> It’s a high-risk scenario, with points for elegance, speed, and synchrony – a supreme test of driver skill and control.
Video: https://youtu.be/000wRshE9-U
??Now, imagine the same scenario without drivers, directed entirely by artificial intelligence. That’s exactly what Chris Gerdes , professor emeritus of mechanical engineering, and one of the world’s leading authorities on autonomous vehicles, chose as his next great challenge.
??Gerdes and team, in collaboration with researchers at the Toyota Research Institute, have created the ??????????’?? ?????????? ???????????????????? ???????????? ?????????? ????????, with the goal of advancing the potential of AI to improve safety. Both cars, lead and chase, are driverless.
??Using only AI, the lead must plan and execute its line without human input. The chase car must follow suit, planning a trajectory that allows it to drop back when the lead vehicle changes direction and catch up quickly afterward.
Video: https://lnkd.in/d2GSpgqj
Source: https://lnkd.in/dNA5vh_5
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#iot #ai #genai #av #driverless #drift
?????? ?????? ?????????? ?????????????? ???????????????? ???????? ???????????????????? ???? ????????????????: ?????????????????????? ???? ???????????????????? ???? ???????????????? — ?????????? ???????? ?????? ???????????????? ????-?????????????? ???????????????? ???? ???????????????? ????????, ??????????, ?????????? ?????? ???????? — ????????’?? ?????????????? ????????. ?????? ????????’???? ?????????? ???????????????????????? ???????? ?? ?????????????????? ???????????? ???? ??????????-?????????? ???????????????? ?????? | Via TechCrunch | July 24, 2024 | @VINCI_Digital
???? ?????? ?????????? ???????? ???? ????????, ???????? ?????????????? ???? ???????? ????, ?????? ???????????????? ???????????? $????.?? ?????????????? ???????? ??????, according to Crunchbase data shared with TechCrunch
??Should the trend maintain, ???????????????????? ???? ?????????????????? ?????? ???? ?????????? ???? ?????????? ???? ???????????? ?????? ?????????????? $????.?? ?????????????? ???????? ???????????? ???? ????????.
??Here’s how the H1 2024 total broke down by stage:
>>> 198 angel/seed deals: $?????? ??????????????
>>> 39 early-stage deals: $??.?? ??????????????
>>> 18 late-stage deals: $??.?? ??????????????
????????????-?????????? ???????????????? ???????? ?????? ?????????? ??????????????, like Elon Musk’s xAI (which raised $6 billion in May), China’s Moonshot AI ($1 billion in February), Mistral AI ($502.6 million in June), Glean ($203.2 million in February) and Cognition ($175 million in April).
??According to Chris Metinko, an analyst and senior reporter at Crunchbase, investors appear to be betting on big startups they see as having a high chance of success while letting those they’re less sure about “???????????? ????????” at the earlier stages.
Source: https://lnkd.in/dCgnJJdX
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#iot #ai #genai #vc #earlystage #startups
?????? ???????????????????? ???? ?????? ?????????????? ???????????????? ?????????????????? ????????????????: ??????????? ???????????????? ???????????? ?????? ?????????????? ???????? ?????? ?????????????????? ???????? ???? ?????????????? ???????????? ?????????????? ????????, ?????????????? ????????????, ?????? ???????????????????? ??????????????. ?????? | Via MIT Sloan Management Review | June 11, 2024 | @VINCI_Digital
The glare of attention on ???????????????????? ???? threatens to overshadow advanced analytics. Companies pouring resources into much-hyped large language models (????????) such as ChatGPT risk neglecting ???????????????? ?????????????????? and their proven value for ?????????????????? ???????????????? ?????????????????? ?????? ??????????????????, such as predicting the next best offer for each customer or optimizing supply chains
??The consequences for resource allocation and value creation are significant. Data and analytics teams that our team works with are reporting that ???????????????????? ???? initiatives, often pushed by senior leaders afraid of missing out on the next big thing, are siphoning funds from their budgets.
??This reallocation could undermine projects aimed at delivering value across the organization, even as most enterprises are still seeking convincing business cases for the use of ????????.
??However, advanced analytics and ???????? have vastly different capabilities, and leaders should not think in terms of choosing one over the other:
"?????????? ???????????????????????? ?????? ???????? ???? ??????????????, ??????????????????, ?????? ??????????????, ?????? ???????????????? ???????????????????? ?????????? ???? ?????????????? ????????????????-?????????? ???????????????? ?????????????????? ???????? ?????? ?????????????? ???????????????? ???????????????????????? ???? ????????."
Source: https://bit.ly/4cW7hK2
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#iot #ai #ml #predictive #advancedanalytics #genai #llms
?????? ???????????? ????????????: ???????????????????? ?????? ???????????? ???????? ?????????????? $269 ?????????????? ???? 2023, ???????? ???????????? ???????????????????????? ???? 2024 ?????? | Via IoT Analytics | July 9, 2024 | @VINCI_Digital
The enterprise IoT market size reached $?????? ?????????????? ???? ????????, representing 15% growth year-over-year, according to the?Global IoT Enterprise Spending dashboard (Q2/2024 update). Growth is expected to slow further to 12% in 2024 before re-accelerating in 2025
??Economic concerns have impacted corporate spending in general, including for IoT. IoT hardware technologies are currently hit the hardest.
??China, India, and the US are expected to lead in spending growth regionally, ?????????? ???????????????????? ?????? ?????????????? ?????????????????????????? ?????? ?????? ???? ???????? ???? ????????????????.
??Spending growth for ???????????????????? ?????? ???????????????? is expected to greatly outpace that of enterprise IoT spending in general.
Source: https://lnkd.in/djAizbPw
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#industrial #iot #iiot #market #ai #genai
Bio:??Fabio Bottacci is a relationship builder, creative problem solver, and strategic thinker. Senior industrial executive and former strategic consultant, he acquired a solid background in large multinational organizations across Brazil, US, and Western Europe. He is known for his ability to deliver results despite ambiguity and obstacles, to build bridges between people, and to manage conflict and negotiations.
Fabio graduated in Economics & Business Administration from Università Bocconi and from Stanford University School of Engineering in Internet of Things [IoT]. Recently, Fabio has successfully completed a Private Equity & Venture Capital course by SDA Bocconi [Final Grade: 94%], and two accredited certifications: Generative AI by Databricks Academy and Generative AI by Andrew Ng, founder DeepLearning.AI [Final Grade: 96%].
He began his career at Accenture Italia/Accenture, strategy practice, while attending MBA courses. He then moved to Brazil, where he consistently proved, during more than 20 years of professional experience, strong clients' network, industry knowledge and business development expertise in the automotive, oil and gas, energy, and utilities verticals.
Since 2015, he has been the founder & CEO @VINCI Digital | IIoT + AI/GenAI Strategic Advisory ?? , being recognized internationally as a thought leader by well-known organizations, such as the World Economic Forum, the IOT Solutions World Congress, and the BNDES (Brazilian Federal Development Bank), and - lately - the Harvard Business Review Advisory Council.
Recently, Fabio has been contracted by Bain & Company as Senior Advisor to its Advanced Manufacturing & Services and Energy & Natural Resources global practices, with a particular focus on Industrial IoT + AI / Generative AI's end-to-end solutions and their actual deployment, at-scale, within the Pulp & Paper, Oil & Energy / Utilities, Metals & Mining, Automotive, Agriculture and Industrial Equipment verticals.
In 2023, he had joined the European Research Executive Agency (REA) as an Industrial IoT + AI / Generative AI Expert and Evaluator for the HORIZON Europe Programme of the European Commission, and Kobo Funds as Venture Partner, focused on Deeptech Seed/Series A startups, helping investors work successfully with entrepreneurs.
Fabio's mission is to help startups/scaleups, SME, and corporations to thrive within the current digital transformation environment, by increasing productivity, developing new business models, and delivering actual results / ROI in months, not years!
#industrial #iot #iiot #ai #genai #generativeai #casestudies #insights #perspectives
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Helping Tech Founders, Agency and Business Owners Scale their Business | Outreach Expert | AI Founder Crunchbase and Apollo Alternative | Data Driven Deal Sourcing and Deal Flow for VCs | Ex-BMW | Ex-H&M | CBS
2 个月Hope everyone is soaking up the last bit of summer. ??
Activate Innovation Ecosystems | Tech Ambassador | Founder of Alchemy Crew Ventures + Scouting for Growth Podcast | Chair, Board Member, Advisor | Honorary Senior Visiting Fellow-Bayes Business School (formerly CASS)
2 个月Rising back into routine brings fresh perspectives too.
EMPOWERING COMMUNITIES THROUGH SELFLESS SERVICE'S. TAlkSAbout:#CommunityDevelopment. #Sociallmpact. #Volunteerism. #NonprofitWork. #Philanthropy.
2 个月Very informative ??Fabio Bottacci
Co-Founder of Altrosyn and DIrector at CDTECH | Inventor | Manufacturer
2 个月The convergence of IIoT and AI is accelerating. GenAI adds another layer to this complex ecosystem. How are you envisioning the role of explainable AI in these industrial applications?