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RNNs FAILED. Transformers didn’t. Before this, AI read text like this: one word at a time… 👉 slow 👉 forgetful 👉 bad with long context Even LSTMs struggled. CNNs? Good at patterns… not meaning.
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I trained my dog. I missed my train. Same word. Two completely different meanings. So why doesn’t AI get confused? Because it doesn’t read words… it reads context. And then it places each word in
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Why does AI need tokenization? Because it can’t understand raw text. AI has a fixed vocabulary (~100K tokens) but language is infinite. So instead of learning every word… it breaks them into patter
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Day 1/50 Human in the Loop Explained . Who is in control? you or AI ? From Human-in-the-loop to Human-out-of-the-loop — we’re slowly shifting from control to trust. #ArtificialIntelligence #HumanI
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Most people think AI = ChatGPT. That’s just Layer 1. And that’s where most understanding stops. Here’s a simpler way to see what’s actually happening 👇 Layer 1: Foundation Models → Generate text,
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Engineers didn’t need AI to understand their systems. They already knew when something was off — from trends, sounds, and experience. SCADA, DCS, and PLCs were already collecting and controlling eve
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Most industrial AI projects fail. Not because of the technology, Not because of the models, Because the data feeding it was never trustworthy. Inside every plant, thousands of sensors generate data e
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Last year, I won this program. This year… I won hearts🤍 Last year, I focused on winning. This year, I focused on people. Got the opportunity to coach consultants at a 2-day Deloitte program — and t
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From RPA → Databricks → now AI. Hi everyone, since many of you are new here — a quick introduction. I have 11+ years of experience, primarily in Healthcare, and now working in the Energy (Oil & Gas)
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Most people see oil & gas plants as heavy machinery. What they don’t see is the massive stream of data behind it. Thousands of machines generate sensor signals every second — temperature, pressure,
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When the world worries about oil & gas, engineers focus on the systems behind it. Inside every refinery and LNG plant, thousands of machines run continuously — pumps, compressors, turbines, pipelines
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Most managers were promoted for performance. Not trained in leadership. There’s a difference. Here are 7 signs you’re reporting to someone who was never actually taught how to lead: 🚩 1. They con
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About @sona.mindset

Sona DivyaSree | Data & AI is a Instagram nano influencer. With 2.3K followers and 12 posts, sona.mindset's account shows a follower-to-following ratio of 16.0:1. View all content anonymously on Pictame - no login required.

sona.mindset's engagement rate sits at 179.76%. That's 3495% above what you'd typically see for accounts with 1K-10K followers (average 5%) — a sign of a genuinely connected audience.

Out of the last 12 posts, 92% are videos and 8% are photos. Notably, videos tend to get 105.1x more engagement than photos. New posts appear roughly every 2 days — a steady, reliable rhythm. Captions lean detailed, averaging 764 characters.

179.76% engagement rate — 3495% above average for 1K-10K follower accounts.
92% videos, 8% photos. Videos get 105.1x more engagement here.
New content every 2 days — a steady rhythm.
16.0:1 follower-to-following ratio.

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sona.mindset
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@sona.mindset

Sona DivyaSree | Data & AI

Public
Posts
12
Followers
2.3K
Top Hashtags
#ArtificialIntelligence#IndustrialAI#DataEngineering#AI#PredictiveMaintenance#CareerGrowth#ChatGPT#AIExplained

Explore the most impactful hashtags used in recent posts. These tags highlight the core interests and trending topics that define this profile's digital influence and content strategy.

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Popular Hashtags

#instalike#beauty#tbt#summer#fitness#repost#food#followme#photo#music#viralreels#life
Following
141
Avg. Likes
4K
Avg. Comments
18
Engagement
179.75%

Data & AI Solution Architect Corporate insider decoding workplace reality 11 yrs experience. No fluff.

linkedin.com/in/divyasree-enug...
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