Rohit Sharma 😊

Founder, @aitechsystems | Author | Adj Prof, CSTU
#tinyML, #ML, #AI.

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[Rohit Sharma 😊 @srohit]

How to bring PyTorch Models to MicroControllers, IoT and Edge Devices in a matter of minutes.

https://t.co/xwpfVVgs8B

[Rohit Sharma 😊 @srohit]

A successful society lives off of collective lies so that it can function cohesively.

[Rohit Sharma 😊 @srohit]

2024 US elections - only in 7 swing states matter.

[Rohit Sharma 😊 @srohit]

Amazon CEO @ajassy said, "We estimate gen AI has saved us the equivalent of 4,500 developer-years of work".

This is equal to $149,485 × 4,500= $672,682,500 = *over ½ a trillion* only at Amazon.

Software eating away programmers job - It's becoming a dog eat dog world. 😮

[Andy Jassy @ajassy]

One of the most tedious (but critical tasks) for software development teams is updating foundational software. It’s not new feature work, and it doesn’t feel like you’re moving the experience forward. As a result, this work is either dreaded or put off for more exciting work—or both.

Amazon Q, our GenAI assistant for software development, is trying to bring some light to this heaviness. We have a new code transformation capability, and here’s what we found when we integrated it into our internal systems and applied it to our needed Java upgrades:

- The average time to upgrade an application to Java 17 plummeted from what’s typically 50 developer-days to just a few hours. We estimate this has saved us the equivalent of 4,500 developer-years of work (yes, that number is crazy but, real).

- In under six months, we've been able to upgrade more than 50% of our production Java systems to modernized Java versions at a fraction of the usual time and effort. And, our developers shipped 79% of the auto-generated code reviews without any additional changes.

- The benefits go beyond how much effort we’ve saved developers. The upgrades have enhanced security and reduced infrastructure costs, providing an estimated $260M in annualized efficiency gains.

This is a great example of how large-scale enterprises can gain significant efficiencies in foundational software hygiene work by leveraging Amazon Q. It’s been a game changer for us, and not only do our Amazon teams plan to use this transformation capability more, but our Q team plans to add more transformations for developers to leverage.

[Rohit Sharma 😊 @srohit]

Currently, there's a trend towards longer skirt lengths. Maxi and midi skirts are particularly popular, offering a blend of comfort and elegance.

So the hemline index predicts that the economic downturn is around the corner. Stay tuned!. 😁

[Rohit Sharma 😊 @srohit]

A theory known as the "Hemline Index" which proposes a correlation between skirt length and economic conditions. It suggests that shorter hemlines are associated with economic prosperity and longer hemlines with economic downturns.

[Rohit Sharma 😊 @srohit]

Repost, not delete !

[Rohit Sharma 😊 @srohit]

2) The earning potential of the future seems brighter despite current indices (S&P500 and NASDAQ) breaking records everyday. With Central Bank interest rates coming down in the near future and the money supply loosening, we will start to see more bubbles forming up in the market.

[Rohit Sharma 😊 @srohit]

1) The S&P 500's forward P/E is roughly 17% higher than its ten-year average.

Forward P/E = Current Index Price / Forward Earnings Estimate for the Index

[Rohit Sharma 😊 @srohit]

I like to believe in the possibility of an intelligent universe more than a simulated reality, where the life forms are the discovery agents of the intelligent universe. The universe is learning and changing through discovery agents.
https://t.co/tKjEjz454b

[Rohit Sharma 😊 @srohit]

Don't confuse the superhuman knowledge accumulation and retrieval abilities of current LLMs with actual intelligence.
-- Yann LeCun

Ref: https://t.co/mNdoBVPwjz

[Yann LeCun @ylecun]

It seems to me that before "urgently figuring out how to control AI systems much smarter than us" we need to have the beginning of a hint of a design for a system smarter than a house cat.

Such a sense of urgency reveals an extremely distorted view of reality.
No wonder the more based members of the organization seeked to marginalize the superalignment group.

It's as if someone had said in 1925 "we urgently need to figure out how to control aircrafts that can transport hundreds of passengers at near the speed of the sound over the oceans."
It would have been difficult to make long-haul passenger jets safe before the turbojet was invented and before any aircraft had crossed the atlantic non-stop.
Yet, we can now fly halfway around the world on twin-engine jets in complete safety.
It didn't require some sort of magical recipe for safety.
It took decades of careful engineering and iterative refinements.

The process will be similar for intelligent systems.
It will take years for them to get as smart as cats, and more years to get as smart as humans, let alone smarter (don't confuse the superhuman knowledge accumulation and retrieval abilities of current LLMs with actual intelligence).
It will take years for them to be deployed and fine-tuned for efficiency and safety as they are made smarter and smarter.

[Rohit Sharma 😊 @srohit]

Note to self:

Continued Government deficit and bullish consumer spending is creating economic conditions for some economic pain or a full-blown recession in the next 9-15 months.

NASDAQ: 12,000 (from 16,686 today)
S&P 500: 4,000 (from 5,303 today)

[Rohit Sharma 😊 @srohit]

Media is waking up to the open source AI hype after 9 months I raised the alarm.

https://t.co/uvDorpQOCH

[Rohit Sharma 😊 @srohit]

#chatgpt hoopla has quietly ended the golden age of #opensource #ai models.

#Clash of the #Titans like #Google & #Microsoft is a strong indicator.

#NextdecadePrediction

[Rohit Sharma 😊 @srohit]

People with high expectations have low resilience, and resilience matters in success. Resilience comes out of pain and suffering of trying something greater than yourself. I wish upon you ample doses of pain & suffering"

- Jensen Huang to Stanford students in 2024.

[Rohit Sharma 😊 @srohit]

"If diversity is being invited to the party, and inclusion is being asked to dance, then equity is being asked to dance to your favorite song and belonging is being given the opportunity to host the next party" - Brian Reaves, SAP & Dell Technologies

[Rohit Sharma 😊 @srohit]

The startup "magic" you are looking for is the work you are avoiding.

[Rohit Sharma 😊 @srohit]

#chatgpt3 took 34 days to train on 1024 #gpus.

That's equal to a human learning for 300 years, 8 hours each day.

[Rohit Sharma 😊 @srohit]

In principle, quantum electrodynamics is the theory of all chemistry, and of life...

... if life is ultimately reduced to chemistry and therefore just to physics because chemistry is already reduced.

So life is physics. 😊

[Rohit Sharma 😊 @srohit]

What's #TinyML and more importantly what it's not.

https://t.co/gXTyzZ5vYE

[Rohit Sharma 😊 @srohit]

Introduction to TinyML Video premier starting now.
https://t.co/lQo1sUjxMk