Nick Frosst @nickfrosst Twitter profile

Last Seen Profiles

@datalakin

@deviilyyyy

@bbangphami

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@mbadl27038561

@RUS63LVR

@alexkirton

@DMSR__art

@AwwadSAlawwad

@yuxi66500

@esotericwalden

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@TerryVandrovec

@footixultime

@maillgs

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@NARYX17

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@Way_Kewl_Stuff

@bokeplokalmalam

@JOLENONSPB_XVII

Nick Frosst

@nickfrosst

1 year

I woke up & it’s over :(

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Nick Frosst

@nickfrosst

1 year

I, for one, welcome my new sad cowboy followers.

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Nick Frosst

@nickfrosst

4 years

Umm, no I did not Google.

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Nick Frosst

@nickfrosst

5 months

we open sourced our chat interface.

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Nick Frosst

@nickfrosst

2 years

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Nick Frosst

@nickfrosst

6 years

My new paper with @NicolasPapernot and @GeoffreyHinton is out on arXiv today. It’s about the similarity structure of representations space, outlier data (e.g. adversarial attacks) and generative models. Don’t have time to read the paper? Read this instead!

Analyzing and Improving Representations with the Soft Nearest Neighbor Loss

We explore and expand the $\textit{Soft Nearest Neighbor Loss}$ to measure the $\textit{entanglement}$ of class manifolds in representation space: i.e., how close pairs of points from the same...

arxiv.org

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Nick Frosst

@nickfrosst

6 years

The toronto brain team celebrated Geoff's Turing award yesterday. We got two cakes, one said Hinton, the other said Turing, that way we could decide which was better.

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Nick Frosst

@nickfrosst

7 years

Sara has released the code for our first capsule paper "dynamic routing between capsules" presented at NIPS check it out :)

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Nick Frosst

@nickfrosst

11 months

It’s wild to see this cover go to a million Spotify plays on the weekend it was released :) Thanks so much to everyone who listened to it, and thanks to @laufey for writing what will surely be a standard for years to come. Its really an incredibly fun song to sing :)

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Nick Frosst

@nickfrosst

4 years

my new paper with @rishabh_467 @geoffreyhinton , Rich Caruana and Xuezhou Zhang is out on arxiv today! It’s about interpretability and neural additive models. Don't have time to read the paper? Read this tweet thread instead :) 1/7

Neural Additive Models: Interpretable Machine Learning with Neural Nets

Deep neural networks (DNNs) are powerful black-box predictors that have achieved impressive performance on a wide variety of tasks. However, their accuracy comes at the cost of intelligibility: it...

arxiv.org

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Nick Frosst

@nickfrosst

3 months

i'm gonna do a 5 minute talk on tokenization strategies at the next good kid show, and i'm gonna do a stage dive at the next board meeting.

Muratcan Koylan

@youraimarketer

3 months

I am bullish on Cohere because their founders not just talk like rockstars but they are indeed rockstars.

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Nick Frosst

@nickfrosst

1 year

Pretty much all of these lines are misleading. Each is based on a single dataset, but is presented as though it represents the concept in the abstract. AI is not super human at writing code, rather llms outperform people on a particular code writing dataset. AI is wildly

Mustafa Suleyman

@mustafasuleyman

1 year

incredible AI progress in one eye-full. this is what exponential looks like. speech, image, reading, language understanding, grade school math, codegen - all nearing or exceeded human performance

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Nick Frosst

@nickfrosst

6 years

1/7 Our new paper on adversarial attack detection and capsule networks with @sabour_sara and Geoff Hinton is out on arxiv today! it will be presented at the #NeurIPS Workshop on Security. Don't have time to read the paper? Read this thread instead! :)

DARCCC: Detecting Adversaries by Reconstruction from Class...

We present a simple technique that allows capsule models to detect adversarial images. In addition to being trained to classify images, the capsule model is trained to reconstruct the images from...

arxiv.org

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Nick Frosst

@nickfrosst

2 years

We made a website that generates full @wizards_magic Magic the Gathering cards using @CohereAI and @WOMBO We made it to the front page of hacker news yesterday Try it out at @urzas_ai ! this is a thread about how we did it!

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Nick Frosst

@nickfrosst

5 years

The NeurIPS creativity workshop is definitely a highlight of this conference for me :) It's just such a jovial and friendly place. There is no postering or debate. It's just people coming together, sharing, and getting excited about cool ml art shit. I highly recommend it :)

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Nick Frosst

@nickfrosst

3 years

Our paper on explainable ML has been accepted as a spotlight at @NeurIPSConf :) This was our third submission! We got a strong reject->reject->spotlight We made it better along the way, but it’s important to remember the system is chaotic Don’t give up on work you like :)

Nick Frosst

@nickfrosst

4 years

my new paper with @rishabh_467 @geoffreyhinton , Rich Caruana and Xuezhou Zhang is out on arxiv today! It’s about interpretability and neural additive models. Don't have time to read the paper? Read this tweet thread instead :) 1/7

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Nick Frosst

@nickfrosst

1 year

This was a fun one. Such a good song

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Nick Frosst

@nickfrosst

4 years

today we took our company on a team offsite back to our office, except this time we went in Minecraft. Modern problems require modern solutions.

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Nick Frosst

@nickfrosst

5 months

its true. we are working on it :)

Richard Abrich

@abrichr

5 months

“I don’t give a shit about AGI. I want this technology to deliver on the promise it has made. And it has not.” —Nick Frosst, @Cohere co-founder

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Nick Frosst

@nickfrosst

7 months

to celebrate ⌘-r release, here is Perplexity in a single tweet of code. !pip install cohere import cohere co = cohere.Client("API_KEY") (message="what is Retrieval Augmented Generation?", model="command-r", connectors=[{"id":"web-search"}], )

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Nick Frosst

@nickfrosst

7 years

Our paper on explainable models and distillation is out today :) It was great getting to work with Geoff Hinton again on this one.

Distilling a Neural Network Into a Soft Decision Tree

Deep neural networks have proved to be a very effective way to perform classification tasks. They excel when the input data is high dimensional, the relationship between the input and the output...

arxiv.org

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Nick Frosst

@nickfrosst

6 years

New paper with @AidanNGomez out today in @sigbovik 2019. It’s about Low Hanging Fruit Detection for the guidance of the machine learning community, and attempts to approach this problem with modern ML solutions. Check this thread for a description! 1/8

Low_hanging_fruit_sigbovik2019.pdf

drive.google.com

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Nick Frosst

@nickfrosst

2 years

DataChazGPT (not a bot)

@DataChaz

2 years

Okay, our jobs are safe! 🤣 #ChatGPT (via @FeraSY1 )

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Nick Frosst

@nickfrosst

1 year

The only arena I’m in.

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Nick Frosst

@nickfrosst

7 years

I wrote a short essay about flock dynamics and societal catastrophe and it even has JavaScript fidgets to play with :) let me know what you think!

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Nick Frosst

@nickfrosst

5 months

Seeing lots of tweets like "RAG is going to die, its a temporary solution" Its not. LLMs have no notion of truth. Truth, as defined colloquially, is not a property of the world. Its a consensus metric. LLMs need retrieval to get access to that consensus.

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Nick Frosst

@nickfrosst

6 months

日本のディペロッパーの皆さん、ありがとうございます！ :)

Aidan Gomez

@aidangomez

6 months

Command RおよびR+の主要言語として日本語をサポートできることを嬉しく思います。日本語の機能を今後も向上させていくことを最優先事項とします。

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Nick Frosst

@nickfrosst

5 years

@YaoQinUCSD , @colinraffel , @sabour_sara , Gary Cottrell, @geoffreyhinton and I have released a full version of our workshop paper on capsule networks and adversarial attack detection! Check it out, or read this thread if you are busy :) 1/7

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Nick Frosst

@nickfrosst

2 years

On tour opening for @lovejoy in the uk, it’s off to a great start :) @WilburSoot @Joe_Goldsmith @AshKabosu @Mark_LVJY y’all have the most welcome fans :)

JamOnToast

@Jaymii_XVII

2 years

ALSO @goodkidband this felt like a magical moment so i tried to capture it for you guys <3

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Nick Frosst

@nickfrosst

3 years

Feeling real good about the team here at @CohereAI today :) This is the result of a lot of work of a lot of people. Im happy to be among them This allows us to keep working on making language models useful, safe and accessible :) @IndexVentures @section32vc @radicalvcfund

Fast Company

@FastCompany

3 years

Ex-Googlers raise $40 million to democratize natural-language AI

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Nick Frosst

@nickfrosst

2 years

Should we release?

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Nick Frosst

@nickfrosst

5 years

My band is presenting a poster at NeurIPS today :) also we will be playing a set at the banquet at 7:30. Come check it and other great artistic applications of machine learning out at the ml creativity workshop :)

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Nick Frosst

@nickfrosst

26 days

So happy to see @sarahookr and @PSH_Lewis on the AI 100 :) they have both contributed so much to @cohere and the field in general. Working with such impactful and ingenious people is one of the best perks of being at cohere :)

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Nick Frosst

@nickfrosst

1 month

Command R and R+ just got: - a lot better at coding, tool use and multilingual RAG - better in general across the board - faster - cheaper Happy building :)

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Nick Frosst

@nickfrosst

3 years

Excited to share a @CohereAI preprint on detoxifying language models! We use a language model to find hateful text by calculating the conditional likelihood of curated trigger phrases and filtering the training set! This results in nicer models :)

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Nick Frosst

@nickfrosst

6 months

this single line of code will drastically improve the accuracy of pretty much any search. And it will add next to no cost and next to no latency. I can think of no reason not to use it. @Nils_Reimers and the team really killed it with this one. find the details here

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Nick Frosst

@nickfrosst

1 year

@goodkidband Ooooohhbhhh

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Nick Frosst

@nickfrosst

1 year

A very good day in Norwich :)

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Nick Frosst

@nickfrosst

3 years

I’ve spent the last year working with truly incredible people, building large scale language models and making them safer and more useful. Everyone at @CohereAI has put so much into this. I am so excited for it to be out in the open now. Hello

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Nick Frosst

@nickfrosst

2 months

A few weeks back @cohere run an internal hackathon and my team worked on inline HTML rending. here is a 🧵 of some of my favourites (our chat ui is open-source by the way, so you can add any features you like to it 😀)

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Nick Frosst

@nickfrosst

1 year

This was an honour and a blast :) thanks @WilburSoot

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Nick Frosst

@nickfrosst

4 months

TechCrunch

@TechCrunch

4 months

AI apocalypse? ChatGPT, Claude and Perplexity are all down at the same time

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Nick Frosst

@nickfrosst

7 months

A good day for cohere :)

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Nick Frosst

@nickfrosst

2 months

a single line of code to improve any RAG workflow.

cohere

@cohere

2 months

Today, we’re introducing Rerank 3 Nimble: the newest foundation model in our Cohere Rerank model series, built to enhance enterprise search and RAG systems, which is ~3x faster than Rerank 3 while maintaining a high level of accuracy. It’s available only on Amazon Sagemaker.

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Nick Frosst

@nickfrosst

1 year

The term “hallucination” for large language models seems really misleading. All ungrounded generations are hallucinations, just sometimes you get lucky and what comes out of the model is true This is why retrieval augmented generation is so crucial for making this stuff useful

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Nick Frosst

@nickfrosst

1 month

I am not focused on AGI or 🍓s nor do i think that focus would be helpful right now. building value > chasing sci-fi. We are not near having AGI, super intelligence, or digital gods anytime soon but models are already providing value and can add so much more.

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Nick Frosst

@nickfrosst

5 years

It's been great working with @YaoQinUCSD these past few months! She completed 2 papers over the course of her summer internship and we are very excited to release them!

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Nick Frosst

@nickfrosst

1 year

This was an excellent night :) thank you Manchester @goodkidband <3 @lovejoy

Good Kid

@goodkidband

1 year

Manchester!!! You were so so incredible. This was the biggest crowd we've ever played to! Thank you!

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Nick Frosst

@nickfrosst

1 year

<3 @cobbiechannel

Pola Fishh_^^

@polarfishh_26

1 year

Reviewed the video of Brighton‘s gig and founf this clip this is so so cute so I drew🥺🤏 @nickfrosst @cobbiechannel Love this lil kiss <333

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Nick Frosst

@nickfrosst

1 year

Some pics from the Danforth with @lovejoy . y’all are the best :) playing the opera house tonight. Been a good week for music :)

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Nick Frosst

@nickfrosst

2 years

I have been working on a grounded question answering bot using @CohereAI , fancy prompting and google search for a while now! today @CohereAI is releasing a bunch of open source project using LLMs, and my project is one of them! this video explains :) 🧵

Cohere Sandbox - Grounded Question Answering with LLMs and Google...

Blog: https://txt.cohere.ai/introducing-sandbox-coheres-experimental-open-source-initiative/Git: https://github.com/cohere-ai/sandbox-grounded-qaMotivationLa...

www.youtube.com

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Nick Frosst

@nickfrosst

5 years

Flight attendant: Is there a doctor on this flight? Dad: *nudging me* that should've been you Me: Not now Dad Dad: Not asking for an ML researcher are they Me: Dad theres a medical emergency happening Dad: Go see if watching him die a million times and training a model helps

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Nick Frosst

@nickfrosst

2 years

Just finished up @goodkidband ‘s first tour! It was rad. Thanks to everyone who came out :) and thanks @phoneboymusic for a great week :)

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Nick Frosst

@nickfrosst

11 months

we are hiring

Careers

Our team of ML/AI experts is passionate about helping developers solve real-world problems. From our offices in Toronto, London, and Palo Alto, we work at the cutting edge of machine learning to...

cohere.com

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Nick Frosst

@nickfrosst

7 months

First

Command R: RAG at Production Scale

Command R is a scalable generative model targeting RAG and Tool Use to enable production-scale AI for enterprise.

cohere.com

Elon Musk

@elonmusk

7 months

This week, @xAI will open source Grok

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Nick Frosst

@nickfrosst

6 years

Good news people! The word is improving! The dogs are getting better! @dog_rates

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Nick Frosst

@nickfrosst

1 month

success :) this guy not only raised over 10K for the @parkdalefoodbnk by running a marathon in a minion suit, he also has great choice in coffee.

Nick Frosst

@nickfrosst

1 month

@tommytrxnh when you coming by the office?

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Nick Frosst

@nickfrosst

2 months

Very proud of the cohere team today :) we have come a long way since we started and we have so much more to go.

cohere

@cohere

2 months

We’re excited to announce our Series D financing to accelerate growth, expand our team, & develop our next class of frontier, enterprise-grade, data privacy-focused AI technology. We’re bringing highly scalable and secure AI solutions to global enterprises wherever their data is

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Nick Frosst

@nickfrosst

2 years

hyped to see @CohereAI 's new command beta model ranking competitively in @StanfordHAI HELM This is a result of the the hard work our team, and the weekly model updates they have made! Benchmarking LLMs is difficult, and no single one paints a full picture but its nice to see :)

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Nick Frosst

@nickfrosst

2 months

Every AI engineer can and should learn how to build agents. Building a demo app today develops your intuition and preps you for a time when software using LLMs and tools to execute sequences of complex tasks becomes the backbone of every AI system.

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Nick Frosst

@nickfrosst

5 years

So my band @goodkidband is coming to @NeurIPSConf ! We will be playing a set at the banquet on Saturday and presenting a paper at the Creativity Workshop! These two worlds don't normally collide like this for me, so i am really excited to merge some ML stuff with music!

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Nick Frosst

@nickfrosst

7 years

I just found a paper that improves brain tumor segmentation with #CapsNets ! I am super excited and humbled to see people developing capsules and even more excited by the possibility of such humanitarian applications!

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Nick Frosst

@nickfrosst

7 months

You know that feeling when a newspaper writes an article about something with which you are deeply familiar, and you notice all these errors and inconsistencies, and suddenly you doubt everything you have read from that source? Anyways Xai released the weights for grok today.

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Nick Frosst

@nickfrosst

6 years

So I polled some researchey at a bar at #Neurips last night on why they study adversarials; Security: 6 Generalization: 4 It's cool: 4 Interpretability: 3 Network behavior analysis: 2 Public perception: 2 Semantic representations: 2 Naturally occurring attacks: 1 Revenge: 1

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Nick Frosst

@nickfrosst

3 months

@cohere just shipped json schema sampling! Now not only can you guarantee that the model returns valid json, you can actually ensure it returns json with a specific format! Big win for people actually building with LLMs :)

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Nick Frosst

@nickfrosst

4 years

@merrittk This man once told me that he wore pyjamas every time he went to dance cave because his friends dragged him there once late at night while he was so attired. It was the best night of his life. He was just forever chasing that high. He was still rocking it in 2017

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Nick Frosst

@nickfrosst

6 months

This dog has produced so much shareholder value.

Sara Hooker

@sarahookr

6 months

Visiting the most famous dog in the world this week

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Nick Frosst

@nickfrosst

5 years

I turned 27 today and am feeling pretty good about it :) I have been celebrating on a mountain in Norway with some favorite people. 2020 is gonna be a good year :)

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Nick Frosst

@nickfrosst

2 years

New @CohereAI pricing is out! The free tier really enables devs to prototype without worrying about cost! As someone who builds with our tech all the time this is particularly exciting for me and whenever you are ready to go to prod, the production key level has you covered :)

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Nick Frosst

@nickfrosst

5 years

the only way to say counterclockwise in french is "la sens inverse des aiguilles d'une montre" which translates directly to "the inverse sense of the hands of a watch" add this to the list of things i did not expect to learn from reading Harry Potter in french.

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Nick Frosst

@nickfrosst

7 months

@tixgae Please don’t :) it’s nice to see people excited for the show, but we don’t want to encourage people camping / queueing for long. Coming to a good kid show should not require braving the outdoors! I swear you will be able to hear well everywhere in the venue!

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Nick Frosst

@nickfrosst

2 years

some real intense philosophical discussions in the @goodkidband discord last night.

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Nick Frosst

@nickfrosst

4 years

2021 is the year of the sea shanty apparently and I am all for it.

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Nick Frosst

@nickfrosst

1 year

This is really self defeating for Canada Canada is hosting an important machine learning conference, and we won’t even let the researchers in @JustinTrudeau @theJagmeetSingh if we want Canada to maintain a leading AI industry, we need to fix our immigration and visa process.

Ritwik Mishra

@koiRitwikHai

1 year

Canada visa refused 🙁 reasons attached But 1) My entire family is in India. I have no history of foreign travel. 2) ACL conference is 9th to 14th july, I applied for a stay from 8th to 15th july. What to keep in mind while applying next time? 🙇‍♂️ @aclmeeting @CitImmCanada

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Nick Frosst

@nickfrosst

5 years

I'm gonna tell my kids this was Artificial Intelligence.

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Nick Frosst

@nickfrosst

2 years

@geoffreyhinton often says the sentence "She scromed him with the frying pan" and asks you to say what scrom means people normally say it means to hit this is a good argument against old school dictionary based NLP, but how do transformers do on this? well good actually! 🧵1/11

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Nick Frosst

@nickfrosst

7 years

Algorithms explained likes Ikea instructions! I hope one day we will be able to do the same with ML

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Nick Frosst

@nickfrosst

6 years

Today I trained resnet on the imagenet dataset with 256 TPUs. Now I know what it must feel like to drive a McLaren (or some other fast car, I'm really out of my depths here with this metaphor)

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Nick Frosst

@nickfrosst

11 months

This is cool and all, but it can be done in a single line of code with cohere (message, conversation_id = id, connectors: [{ "id": "web-search", "options": { "site": site } }] }

Sam Hogan

@0xSamHogan

11 months

Just tested OpenAI's new Assistant's API. This is now all the code you need to create a custom ChatGPT trained on an entire website. Less than 30 lines 🤯

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Nick Frosst

@nickfrosst

3 years

i'm looking for an experienced dev to help me build a bunch of random NLP projects at Cohere. If rapidly prototyping stuff with NLP sounds fun to you or someone you know drop me a line :)

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Nick Frosst

@nickfrosst

3 years

TPUs go brrrr

TechCrunch

@TechCrunch

3 years

Google Cloud teams up with NLP startup Cohere on multiyear partnership around TPUs by @ron_miller

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Nick Frosst

@nickfrosst

6 months

Feeling real proud of the @cohere team for this one. It’s a huge privilege to get to work with such a dedicated and talented team, and so rewarding to see that dedication and talent pay off :) Also you should see the RAG and multi lingual performance ⌘

lmsys.org

@lmsysorg

6 months

Exciting news - the latest Arena result are out! @cohere 's Command R+ has climbed to the 6th spot, matching GPT-4-0314 level by 13K+ human votes! It's undoubtedly the **best** open model on the leaderboard now🔥 Big congrats to @cohere 's incredible work & valuable contribution

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Nick Frosst

@nickfrosst

1 year

We played a sold out show at the Opera House last week and i gotta say it was a highlight of the year for me. Feeling very lucky to get to play music with the sweet boys of @goodkidband . thanks to everyone who came out and literally and figuratively supported me :)

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Nick Frosst

@nickfrosst

6 years

Come join the team :) also Geoff has a real Twitter account now! It's gonna be at least 50% memes.

Geoffrey Hinton

@geoffreyhinton

6 years

The Google Brain team in Toronto has openings for several research scientists who have already made exceptional contributions to research on deep learning or its applications in NLP, vision, or reinforcement learning. To apply, go to

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Nick Frosst

@nickfrosst

6 years

"So I didn't actually answer your question, but I answered a different interesting question" - great quotation from Geoff Hinton at #StartAI . The day is off to a great start :)

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Nick Frosst

@nickfrosst

2 months

@milesclumsy I don’t know bro, how good of a signer are you?

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Nick Frosst

@nickfrosst

8 months

Hell yes :) :) :) :) :) also these other acts are incredible. It’s very nice to be in such company :)

The JUNO Awards

@TheJUNOAwards

8 months

Congratulations to the 53rd Annual #JUNOS nominees for Breakthrough Group of the Year Presented by @FACTORCanada , The Government of Canada and Canada’s Private Radio Broadcasters • @BustyandtheBass • @CrashAdamsMusic • @GoodKidBand • @MenITrust • @NewWest

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Nick Frosst

@nickfrosst

11 months

Stop LARPing. Build real stuff.

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Nick Frosst

@nickfrosst

6 years

I think a lot of the really eye catching research like imagenet results, high resolution gans, and alpha go, will come out of a million gpus, but I bet that a lot of the really fundamentaly new work will be done on a single personal machine.

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Nick Frosst

@nickfrosst

4 months

MULTI STEP TOOLS > AGENTS

cohere

@cohere

4 months

Multi-step tool use is now available in the Cohere API! Build advanced AI agents with our enterprise-grade Command R model series that can automate real world business tasks and boost productivity.

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Nick Frosst

@nickfrosst

8 months

Language is our most beautiful technology, but so much of NLP focuses on English alone. That’s why I’m so excited about this release from @CohereForAI , our non-profit research arm! A multilingual model/dataset that covers 101 languages, targeting those under represented in

Cohere For AI

@CohereForAI

8 months

Today, we’re launching Aya, a new open-source, massively multilingual LLM & dataset to help support under-represented languages. Aya outperforms existing open-source models and covers 101 different languages – more than double covered by previous models.

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Nick Frosst

@nickfrosst

3 years

the design team and front end team at @CohereAI rolled out a new look for our playground today. it's perfect :) they are amazing try it out here:

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Nick Frosst

@nickfrosst

6 years

Just finished up the ICLR capsule poster presentation. Sara Sabour is a champ!

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Nick Frosst

@nickfrosst

10 months

"understand the true nature of the universe"

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Nick Frosst

@nickfrosst

5 years

This actually makes me feel sweet :) I am really excited to get more music out soon :) also side note Spotify has super nice statistics for musicians. I bet there a ton of opportunities for ML there.

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Nick Frosst

@nickfrosst

1 year

1 year ago for ai was a twinkle in @sarahookr ’s eye and now it’s a 1500+ person distributed open science community spread across 107 countries, with 25+ publications to its name. I’m so proud of the what the team has accomplished and so excited for what they will do next!

Cohere For AI

@CohereForAI

1 year

We’re celebrating our first year of Cohere For AI and the moments that made this year special! Here’s a look back at the highlights at Cohere For AI on our first anniversary! 🧵

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Nick Frosst

@nickfrosst

6 years

This is one of those rare times when the results are so good, that I actually kinda doubt the claims :P like jeez these are good.

Christine McLeavey

@mcleavey

6 years

Stunning face generation results!

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Nick Frosst

@nickfrosst

8 months

@goodkidband @evvviem Ahhhh I’m pretty sure I’m the only one who actually sings…..

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Nick Frosst

@nickfrosst

1 year

Very excited for Geoff Unchained

Geoffrey Hinton

@geoffreyhinton

1 year

In the NYT today, Cade Metz implies that I left Google so that I could criticize Google. Actually, I left so that I could talk about the dangers of AI without considering how this impacts Google. Google has acted very responsibly.

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Nick Frosst

@nickfrosst

5 months

Finetune command R and take your demo to production. Stop worrying about AGI and build real stuff.

cohere

@cohere

5 months

Fine-tuning is now available with Command R! This achieves industry-leading performance at a fraction of the cost (up to 15x less) compared to larger models enabling enterprises to efficiently scale AI to production.

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