I expected it to say "no results" at the very least, but it was no better than a LLM.

Have you seen the work which connects ChatGPT to WolframAlpha?

Please without the transformer we would never be able to scale, not to mention all of this being built on BERT as well. Then a bunch of companies scaled it further including Google

Look up NNOM

Wow I didn't expect numbers that high! I wonder if there's a large AA/reddit overlap, or if that's representative of search as a whole.

Google is showing a steady increase in reddit interest over time, and the second related query I see is "what is reddit". It's interesting that it's roughly linear and doesn't have the increasing growth that you'd expect from word-of-mouth spread.

If you learn C++ to a decent degree Python is relatively trivial to pick up. If you learn Python to a decent degree there's still going to be a bit of a learning curve when you learn C++.

If you replaced the assistant in my google home with ChatGPT I would use it a lot more. Maybe I'm an exception, but I don't think so.

It depends what you want to do. Deep Learning is pretty much to be Python, but 3D Reconstruction is almost exclusively C++.

If you want to do robotics, do you want to do Deep Learning for robotics, or do you want to do 3DR? Same question for medical imagine.

Also is what you want to work on run in a cloud service like GCP, or is it run on device? If it’s run on device there’s like 100% change it’s C++.

My plan is to know both.

note that the VQ-VAE part of the SD model alone can encode and decode arbitrary natural/human-made images pretty well with very little artifacts. The diffusion model part of SD is learning a distribution of images in that encoded space.

Here's a horror movie based on all of Warren Buffet’s Shareholder Letters from 1977 - 2019

Input: https://medium.com/@r44d/every-berkshire-hathaway-shareholder-letter-in-1-pdf-cdf661625dbb

------------------------

Prompts:

Map Prompt

'Instructions': I want you to act as a screenwriter. You will develop an engaging and creative story outline for a horror feature length film that can captivate its viewers. You have been given an except of a collection of Warren Buffet’s shareholder letters that you must use as source material. The film’s genre must be horror. Start with coming up with interesting characters from the excerpt, the setting of the story, dialogues between the characters etc. Once your character development is complete, create an exciting storyline filled with twists and turns that keeps the viewers in suspense until the end. Note the full names of characters every time they are mentioned. Note location names.

The summary must be no longer than 650 characters long. \n

'Input': {text} \n

'Output':

Reduce Prompt

'Instructions': You are a copyeditor. Combine the below summaries into one cohesive narrative. The combined output must be a story less than 4,000 characters long. Keep the content and context preserved. \n

'Input': {text} \n

'Output':

------------------------

Output: Mrs. Blumkin, a 93 year old Board Chairwoman, is the only one who can save the world from a mysterious force. With the help of her progeny, she must battle the darkness and uncover the secrets of the Courier-Express, Nebraska Furniture Mart, See's Candies, World Book, and Kirby. Along the way, she discovers the power of family and the strength of her own courage.

Charlie and Warren stumble upon a mysterious collection of Warren Buffet's shareholder letters. After reading the letters, they discover the existence of a supernatural being, Mr. Market, who offers them mouth-watering opportunities in exchange for their souls. They must battle against Mr. Market and his minions to save their lives and the world.

The group soon discovers that the company is using dark magic to gain immense wealth and power. With the help of Mrs. B, the 96-year-old founder of the Nebraska Furniture Mart, they must stop the company before it's too late. Along the way, they must battle a ruthless businessman and his henchmen.

When a hurricane causes massive losses, primary insurers and reinsurers are left with financial stakes in each loss settlement. Enter Berkshire Hathaway, who offers to write up to $250 million of catastrophe coverage. When rates become attractive, they book a substantial amount of business. But when losses exceed the retained amount, the reinsurers pay 95% of the excess up to its contractual limit, leaving the primary insurer with a financial stake in each loss. With a huge sum on the line, the stakes are high and the horror begins.

The group soon realizes that the letters contain clues to a mysterious and powerful force that has been manipulating the world's economy for centuries. As they investigate further, they come face to face with a terrifying supernatural entity that will stop at nothing to protect its secrets. With the help of Roberto Goizueta, the former CEO of Coca-Cola, they must find a way to stop the evil before it's too late. Rich Santulli, the CEO of NetJets, is a brilliant executive but also a mysterious figure. When his Aunt Alice asks him if she can afford a fur coat, he replies with a cryptic answer that sets the stage for a horror story.

The group must decipher the clues and battle the dark forces to save the town and themselves. Along the way, they must face off against Tony, a ruthless businessman who is determined to keep the power for himself. With the help of The Washington Post Company, Wells Fargo & Company, and American Express Company, the group must unravel the mystery and save the town.

Tony and Rod, two insurance executives, are tasked with increasing their policy count. When they discover a series of underreported losses, they uncover a sinister plot involving embezzlement and product liability. As they investigate further, they realize the losses are connected to a mysterious figure from the past. With the help of John, Tom, Michael, Don, and Don, they must unravel the secrets of the past before it's too late.

Finally, the group discovers that their investments have unleashed a supernatural force. As they try to stop the force, they must battle the mysterious entity and its minions in a race against time to save the world from destruction. With the help of Jim Kilts, the former CEO of Gillette, they must find a way to stop the evil before it destroys them all. With twists and turns that keep viewers in suspense until the end, this horror film will captivate its audience. Will they be able to save the world before it's too late? With their lives on the line, they must fight to uncover the truth and save the world from the dark force. Will they make it out alive?

> OpenAI trained GPT on Microsoft Azure - it has zero to do with Google's TPU.

Geeze. ChatGPT would NOT exist if not for Google because the underlying tech was invented by Google.

OpenAI uses other people's stuff instead of inventing things themselves like Google.

Many of the big AI breakthroughs from the last decade+ have come from Google. GANs is another perfect example.

https://en.wikipedia.org/wiki/Transformer_(machine_learning_model)

The TPUs are key in being able to bring a large language model to market at scale. Not training but the inference aspect.

That is so true

Perhaps the Semi-Markov Decision Process Paper by Sutton would be a good start

This should give you the paper: http://www-anw.cs.umass.edu/~barto/courses/cs687/Sutton-Precup-Singh-AIJ99.pdf

It sounds like you're looking for "options" in reinforcement learning, so any papers that cover that idea may be of interest to you.

What do you think the outcome would be? Assume the AIs can not coordinate with each other explicitly.

I hate getty as much as anyone, but I'm going to go against the grain and hope they win this. Imagine if instead of getty vs stability, it was artstation vs facebook or something. The same legal principles must apply.

In my ideal future, we'd have things like

- research use is free, but commercial use requires opt-in consent from content creators

- the community adopts open licenses like e.g. copyleft (if you use a GPL9000 dataset, the model must be GPL too, or whatever) or some other widely used opt-in license.

[deleted]

You seem like the type to argue that any ethics related restrictions on science are bad.

>If you can't train models on copyrighted data this means that they can't learn information from the web outside of specific openly-licensed websites like Wikipedia. This would sharply limit their usefulness.

That would be great. It could lead to a future with things like copyleft data, where if you want to train on open stuff, your model legally *must* be open.

> What is the world record for crossing the English Channel entirely on foot

https://twitter.com/goodside/status/1609972546954317824/photo/1

not a fair question for google nor chatgpt, is it

> https://arxiv.org/pdf/1706.03762.pdf the paper that made all this possible.

That's reaching IMHO. The original transformer was only around a few million parameters in size. It's not even in the realm of the level of ChatGPT.

You may as well say that MIT invented it as Googles paper is based on methods created by them.

Whatever happened there

Sadly that’s how the world works. It is run by people with no technical knowledge.

Reddit refusing to implement any half decent search engine and force us to use Google instead

Nice try. What are you hiding at Google Brain?

It was really awesome to see how OpenAI handles all forms of text when I uploaded the DNC email file. It took the raw emails and created a narrative from them, pretty unreal.

You could do this with a bunch of other historical documents and create stories and chatbots and such.