AnalyticsInnovations - Inspire @AnalyticsInnova

Analytics, BIG data, ML/AI Predictive Models FIRST - CRMportals Inc.- netAIsys, and Institute of Analytics USA - Billion people predictive inspirations CRMportals.com Fort Worth, TX, USA Joined July 2009

Tweets

8K
Followers

738
Following

395
Likes

28

AnalyticsInnovations - Inspire @AnalyticsInnova

6 months ago

0 0 0 12 0

View Details

@

7 months ago

🚨 Google just dropped 150 pages on Health AI Agents. 7,000 annotations. 1,100 expert hours — but the real value isn’t in the big metrics. It’s the shift in design philosophy. Instead of a monolithic “Doctor-GPT,” Google’s Personal Health Agent (PHA) orchestrates 3 specialists: ✸ Data Science Agent → analyzes wearables + labs. ✸ Domain Expert Agent → grounds outputs in medical knowledge + checks facts. ✸ Health Coach Agent → guides conversations, goals, empathy. 10 benchmarks. 7,000 annotations. 1,100+ expert hours. The outcome? More accurate insights. More trusted summaries. Stronger engagement than baseline LLMs. The orchestrator ties them together with memory (user goals, barriers, insights). ⚡ Results ✸ Outperformed baselines across 10 benchmarks. ✸ End-users preferred PHA over single-agent + parallel systems (20 participants, 50 personas). ✸ Experts rated it 5.7%–39% better than baselines on complex health queries. ⚡ Design principles ✸ Address comprehensive user needs. ✸ Adaptive support → dynamically combine agents. ✸ Low user burden → don’t ask for data you can infer. ✸ Keep it simple → avoid unnecessary latency. ⚡ User journeys tested • General health Q&A • Personal data interpretation (wearables, biomarkers) • Wellness advice (sleep, nutrition, activity) • Symptom assessment (still limited, no diagnosis) ⚡ Limitations + future ✸ Slower than single-agent (244s vs 36s avg). ✸ Needs safeguards: bias audits, privacy, regulatory compliance. ✸ Next frontier: adaptive style → empathy vs accountability depending on user state. ⚡ The takeaway Google’s PHA shows the path forward: Not a “super doctor bot.” But modular, specialized, agentic crews. Healthcare is just the first test. Tomorrow: finance, law, education, science. Google 150 Health AI Agents: arxiv.org/pdf/2508.20148 ≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣ ⫸ From confused to confident AI agent builder in 30 days? Stop watching tutorials. Start building. 𝟯𝟬 𝗗𝗮𝘆𝘀 × 𝟭 𝗛𝗼𝘂𝗿/𝗗𝗮𝘆 = 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁 𝗠𝗮𝘀𝘁𝗲𝗿𝘆 ✔ 9 real-world agents ✔ 5 frameworks: MCP · LangGraph · PydanticAI · CrewAI · Swarm ✔ Working code, not toy examples 1,500+ developers ⭐⭐⭐⭐⭐ | 90+ countries 👉 𝗦𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝟯𝟬-𝗗𝗮𝘆 𝗝𝗼𝘂𝗿𝗻𝗲𝘆 (𝟱𝟲% 𝗢𝗙𝗙): maryammiradi.com/ai-agents-mast…

11 94 470 49K 634

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

@CNN @NBCNews @ABC @MSNBC @CBSNews @Harvard @NorthwesternU - linkedin.com/posts/predicti…

0 0 0 3 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

@VivekGRamaswamy linkedin.com/feed/update/ur… - The Most Famous HAIR CUT in the History of USA - A Rejuvenation for US Economy

0 0 0 9 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

NVIDIA CEO Jensen Huang Leaves Everyone SPEECHLESS (Supercut) youtube.com/clip/UgkxW_UAU… via @YouTube

0 0 0 48 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

Looking for REMOTE AI Engineers ? We support you with an AI Engineering Team for the same cost of one one AI Engineer. Contact me... drive.google.com/file/d/1GRJrWu…

0 0 0 31 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

GIF file explaining how Transformers are doing the encoding... the other half is how the decoding is done... which is not here. Nonetheless, a great effort by the creator.

0 0 0 25 0

View Details

Santiago @svpino

2 years ago

Large Language Models don't reason. Thank you, Apple.

284 1K 9K 955K 4K

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

@shushant_l Hi Shushant, thanks for the post. How do we know these are not just videos taken and prompt engineering statement is reverse engineered; in other words, this is not done by AI, but posted using actual videos? Thanks

0 0 1 12 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

@shushant_l The physics of running on the moon is not exhibited truthfully.

0 0 0 4 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

2 years ago

@MuskUniverseUsa 3452839

0 0 0 0 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

Managers often want to know how to apply the AUC curve for decision-making that directly connects to dollars and cents. Here is one slide demonstration.

0 0 3 32 0

View Details

Moritz Kremb @moritzkremb

3 years ago

I've spent months collecting the best AI cheat sheets. Here are the top 8 AI cheat sheets that will save you hours of work (for free): 1. Ultimate ChatGPT cheat sheet

138 2K 11K 2.0M 18K

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

Human communication 2.0. Communication using magnetic waves ! So what is Human Communication 1.0? It is the linguistic development, which we have come a long way and distinguished us from animals! CRM Portals LLC Institute Of…lnkd.in/gD6-bYyY lnkd.in/gHcghba7

0 0 1 23 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

Python libraries for LLM dev work. InstituteofAnalytics (USA)(TM) CRM Portals LLC Python for Data Science lnkd.in/gVVNkHYE

0 0 0 27 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

Traffic Management with AI/ML for Real Time Resource Management. Experience seamless commuting with real-time AI analysis. By leveraging machine learning techniques, traffic management systems can monitor and analyze data from various sources such as…lnkd.in/g79mM7N8

0 0 0 21 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

Focused collection of AI ethics and equity training materials! #aiethics #healthcare # lnkd.in/gTzafTqV

0 1 0 23 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

Are you thinking of integrating LLM into your internal corpus? This could be a great start. #artificialintelligence #llm #datasciences lnkd.in/g-z5t_Jp

0 0 0 18 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

💡 Join us as we delve into the captivating realm of Generative AI, a technology that is revolutionizing the way we create, innovate, and interact with machines. Dr. Nethra Sambamoorthi, a recognized industry expert in artificial intelligence and a true p…lnkd.in/g7qkvhyJ

0 0 0 8 0

View Details

AnalyticsInnovations - Inspire @AnalyticsInnova

3 years ago

🔥 Exciting News! Join the Conclave Today and Discover the Future of Generative AI with Dr. Nethra Sambamoorthi, Founder of CRM Portals! 🔥 🎉 Attention LinkedIn Community! 🎉 Are you ready to witness the groundbreaking possibilities of Generative AI? W…lnkd.in/g-EM2MMW