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Joined July 2021
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Infographic By Himanshu Jha & in his words ➡️ Data Governance and AI Governance are related, but they are not the same. ↳ Data Governance focuses on trustworthy inputs: Data quality, ownership, access, privacy, and compliance. ↳ AI Governance focuses on trustworthy outcomes: Fairness, explainability, accountability, safety, and human oversight. In simple terms: ↳ Good data governance helps ensure reliable data. ↳ Good AI governance helps ensure responsible decisions and outcomes. Organizations need both. One builds the foundation. The other governs how AI creates impact. #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @mikeflache @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @bamitav @sijlalhussain
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How to level up your #Agentic business🚀🚀 Credit to Alex Barády Brady for the original engineering-focused framework. Infographic & as shared by Ranjana Sharma 🚀 From manual work to intelligent workflow execution. Here’s what this model shows: ✅ Level 0: AI absent ↳ Humans do everything manually. ✅ Level 1: AI curious ↳ AI acts like autocomplete. Helpful, but limited. ✅ Level 2: AI adopting ↳ AI drafts, summarizes, and supports the work. Humans still carry the workflow. ✅ Level 3: AI integrated ↳ AI starts executing parts of the workflow. Humans validate. ✅ Level 4: AI operational ↳ Agents begin owning repeatable workflow delivery. ✅ Level 5: Agentic enterprise ↳ Agents self-direct within clear goals, guardrails, and escalation points. #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @sijlalhussain
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Multimodal #Data in AI - #Health @sonu_monika
Your Health Story Is Multi-dimensional - So Should Be Your #AI Multimodal #Data in AI - #Health isn’t just about numbers on a chart, it’s a rich, evolving story shaped by #clinical records, lab results, imaging, #genomics, #lifestyle patterns, and more. Multimodal AI embraces this complexity, integrating diverse data streams to uncover deeper insights �🚀� 🚀 👉 The result? Smarter predictions, more precise interventions, and care that’s tailored to the whole you -> not just a part of you. Do share your thoughts :) #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @sijlalhussain
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Digital Machina retweeted
Your Health Story Is Multi-dimensional - So Should Be Your #AI Multimodal #Data in AI - #Health isn’t just about numbers on a chart, it’s a rich, evolving story shaped by #clinical records, lab results, imaging, #genomics, #lifestyle patterns, and more. Multimodal AI embraces this complexity, integrating diverse data streams to uncover deeper insights �🚀� 🚀 👉 The result? Smarter predictions, more precise interventions, and care that’s tailored to the whole you -> not just a part of you. Do share your thoughts :) #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @sijlalhussain
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Your Health Story Is Multi-dimensional - So Should Be Your #AI Multimodal #Data in AI - #Health isn’t just about numbers on a chart, it’s a rich, evolving story shaped by #clinical records, lab results, imaging, #genomics, #lifestyle patterns, and more. Multimodal AI embraces this complexity, integrating diverse data streams to uncover deeper insights �🚀� 🚀 👉 The result? Smarter predictions, more precise interventions, and care that’s tailored to the whole you -> not just a part of you. Do share your thoughts :) #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @sijlalhussain
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Digital Machina retweeted
People often use AI Agents and #Agentic AI interchangeably. They shouldn’t. 🚀 Credit Rushika Rai
Credit : Rushika Rai People often use AI Agents and #Agentic AI interchangeably. They shouldn’t. AI agents are built to do tasks. Agentic AI is built to drive outcomes. That one shift changes everything. ➡️Agents depend on instructions, operate within defined flows, and execute predictably. ➡️Agentic systems operate with context, memory, and goals -> planning, adapting, and coordinating as situations evolve. In simple terms: ➡️Agents respond. ➡️Agentic systems decide. #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @bamitav @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @sijlalhussain
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Credit : Rushika Rai People often use AI Agents and #Agentic AI interchangeably. They shouldn’t. AI agents are built to do tasks. Agentic AI is built to drive outcomes. That one shift changes everything. ➡️Agents depend on instructions, operate within defined flows, and execute predictably. ➡️Agentic systems operate with context, memory, and goals -> planning, adapting, and coordinating as situations evolve. In simple terms: ➡️Agents respond. ➡️Agentic systems decide. #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai #agenticai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @bamitav @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @sijlalhussain
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Healthcare Dataverse - #Infographic We don’t have a #data problem in #healthcare. We have a data-intelligence problem. 🔥 The infographic mapped the Health Dataverse, where most of the data actually comes from in healthcare: ➡️ Genomics - A single genome sequence would take up about 200 GB, and global efforts may require ~40 exabytes of capacity by 2025. ➡️ Imaging - An MRI scan can generate up to ~3 GB of data, and imaging is now one of the largest drivers of hospital storage volume. ➡️EHRs - A large hospital can generate up to ~137 TB of clinical data per day and ~50 PB per year (much of it from EHRs clinical systems). ➡️ Wearables - 1M wearable users = billions of data points per day. The result is staggering: we are producing more data than any other industry, but using almost none of it for decisions, care delivery, research, or prevention. If health data were oil, we’d be spilling 97% of it every single day. 🔥 #technology #ArtificialIntelligence #automation #chatgpt4 #OpenAIChatGPT #data #healthtech #IoT #technology #5G #telehealth #digitalhealth #startups #OpenAI #HealthIT #WearableTech #DataScience #AI #MachineLearning #generativeai @bimedotcom @chidambara09 @RLDI_Lamy @JagersbergKnut @BetaMoroney @EstelaMandela @CurieuxExplorer @antgrasso @ArchimedesInte2 @ipfconline1 @Nicochan33 @IanLJones98 @AlbertoEMachado @FrRonconi @SKodineya @rafael52987 @jeancayeux @DigitalMachina @healthinovatio1 @sonu_monika @bamitav @Eli_Krumova @Analytics_699 @SiddharthKS @sulefati7 @devaang @theomitsa @SegundoConnect @adem_onar @sijlalhussain
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