Hector Yee @eigenhector Twitter profile

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@samuel_2_4

Hector Yee

@eigenhector

4 years

My day job is to speak in an arcane snake language to a crystal vibrating at 3,000,000,000 cycles per second sitting in a cloud so that it can alter probabilities in the real world. If that isn't magic what is.

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Hector Yee

@eigenhector

11 months

Who remembers when LLMs were LSTMs?

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Hector Yee

@eigenhector

3 years

numpy is the best python library

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Hector Yee

@eigenhector

3 years

So excited that xmanager is open sourced

GitHub - google-deepmind/xmanager: A platform for managing machine learning experiments

A platform for managing machine learning experiments - google-deepmind/xmanager

github.com

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Hector Yee

@eigenhector

2 years

ML languages over time 2010 C/C++ 2016 python 2022 yaml

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Hector Yee

@eigenhector

7 years

My team open sourced #FHIR (Fast Healthcare Interoperability Resources) protocol buffers today. It allows #EHR data to be handled in a portable way

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Hector Yee

@eigenhector

5 years

Fun to see Self Organizing Maps make a return. I remember coding one and my ML colleagues were very skeptical it could scale etc. Interesting new use for them in interpretability

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Hector Yee

@eigenhector

5 years

I'm 44. I co-led Google image search quality. I have a MS in architectural science (graphics). Lots of papers including ICLR , technical Emmy, stars on github, dozens of patents etc and I still get asked to write code that runs in Python in interviews. *Shrug*

Volkan Yazıcı

@yazicivo

5 years

I am 35. I co-lead the search engine in NL+BE's biggest e-commerce platform. I have a MS+PhD in CS. Starred in GitHub projects, blog posts, confs/meetups. But I still need to deliver a silly amount of algorithm & data structure puzzles in job interviews. 👈 #WrongDecisionsInLife

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Hector Yee

@eigenhector

6 years

Google 2019 research internships are now open

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Hector Yee

@eigenhector

3 years

It feels like NLP has changed a lot since the transition from LSTMs to transformers or is that an illusion?

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Hector Yee

@eigenhector

6 years

Today is my last day @GoogleAI for the third time. This time round worked on VR, had a nature digital healthcare paper and did deep learning on medical records and signals. Going off to do startup entrepreneurial stuff next.

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Hector Yee

@eigenhector

3 years

Today's alien glyphs

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Hector Yee

@eigenhector

11 months

Why is France suddenly so active in AI. Do they have a sudden influx of government funding or something?

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Hector Yee

@eigenhector

3 years

Wow there are very mediocre ml medium posts out there

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Hector Yee

@eigenhector

3 years

A career in machine learning is moving data around in sql and pushing a button on a web interface to train your models

Andrew Carr (e/🤸)

@andrew_n_carr

3 years

A career in Machine Learning is about not knowing how to implement cuda kernels until you die

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Hector Yee

@eigenhector

3 years

So that's where Samy went

Yet another Google AI leader has defected to Apple

He will work under John Giannandrea, who also left Google for Apple.

arstechnica.com

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Hector Yee

@eigenhector

5 years

Achievement unlocked, first invoice for my AI/ML consulting got paid, hooray!

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Hector Yee

@eigenhector

3 years

I'm double vaccinated but apparently I caught the covid. Not much symptoms, I only tested because work sends us kits and I test once a month. This new variant seems to spread very fast. Don't worry about me, I'm ok, just take care of yourself and get vaccinated!

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Hector Yee

@eigenhector

5 years

I'm really loving the machine learning infrastructure that @DeepMind develops. I like the interface for Sonnet for Tensorflow 2.0 and other infrastructure that they made available for use internally. Very usable and researcher friendly.

GitHub - google-deepmind/sonnet: TensorFlow-based neural network library

TensorFlow-based neural network library. Contribute to google-deepmind/sonnet development by creating an account on GitHub.

github.com

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Hector Yee

@eigenhector

2 years

As a research engineer I sit between two worlds. Research: maximize surprise for readers Engineer: minimize surprise for readers

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Hector Yee

@eigenhector

2 years

Impossible to control a super intelligent AI? You don't say. We can't even control cats.

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Hector Yee

@eigenhector

4 years

The main languages I use at work: 2000 - C 2005 - C++ 2010 - C++ 2015 - Scala 2020 - Python 2021 - SQL 😂😂😂😂😂

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Hector Yee

@eigenhector

4 years

@deconstructized @ryxcommar You'd need to Excel at humor

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Hector Yee

@eigenhector

5 years

Colab, numpy and Jax are amazingly pleasant and fast to do @Peter_shirley 's . I still haven't vectorized some parts with Jax and dealing with conditionals and the jit but the interactivity of colab makes it fun. Extra challenge making it functional

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Hector Yee

@eigenhector

6 years

It looks like the physical version of the shuffle phase of a map-reduce

Mike Quindazzi

@MikeQuindazzi

6 years

In #China , #robots are busy sorting parcels. #ai #ecommerce #robotics #onlineshopping #fintech

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Hector Yee

@eigenhector

3 years

Now that remote work is getting more common why would people still want to stay in crowded and expensive cities?

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Hector Yee

@eigenhector

3 years

My brother is visiting tomorrow for the first time in decades. Gonna tell him in person I'm a 🌈🦄. Given that he's a conservative christian not sure how he'll react but he'll have a couple hours in the car to process while we drive to the Napa wineries with my partner 😂

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Hector Yee

@eigenhector

4 years

It would be a huge cosmic joke if it turned out that the theory of everything can only be represented by function approximation using deep neural networks

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Hector Yee

@eigenhector

4 years

What's the difference between engineer code and research code? Usually float vs double 🤣

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Hector Yee

@eigenhector

4 years

If an arxiv tab is open for a month, it's time to close it.

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Hector Yee

@eigenhector

6 months

Quick announcement. My team and I are left behind in Google Research after the GDM rapture.

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Hector Yee

@eigenhector

6 years

uh TF-IDF comes from information retrieval. It's a document feature not an AI. There is no learning at all involved! " It uses a kind of (rudimentary) artificial intelligence called TF-IDF "

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Hector Yee

@eigenhector

4 years

I like my Twitter connections way more than my LinkedIn connections.

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Hector Yee

@eigenhector

2 years

Data scientists - be sure to thank all the people setting up your data warehouse, label database, ETL engines, machine schedulers, metrics trackers, artifact management etc because lemme tell ya, it takes a lot of work to get the nicely packaged tensorflow examples.

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Hector Yee

@eigenhector

2 years

Today I am grateful for python, numpy, jax, linux, pip, apt get, gpg, bash, emacs, chrome, emacs ~ backups, cold SF weather, chocolate covered coconut snacks, a roof over my head, nice co-workers, road trips, the weekend and that off tune singing in the bar across the street.

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Hector Yee

@eigenhector

1 year

I'm transferring back to Google Research next week working on climate and Public health. So Blue Carbon to Green stuff. ☘️🌿🌵🌞

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Hector Yee

@eigenhector

6 years

Won't it be cool if we could just publish papers as a wiki post and then people can add missing citations and upvote / downvote the post and citations and then a neat graph propagation algorithm automatically computes the relevance of the article, author h-index and all that.

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Hector Yee

@eigenhector

5 years

It it makes y'all feel better even with a grad degree, lots of papers, lots of open source code, a technical Emmy and Google on your resume you still get to do a python coding phone screen these days.Wonder when the industry will have a portable means of software accreditation 😂

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Hector Yee

@eigenhector

6 years

At the joint workshop on AI and health everyone seems to be using rnns and lstms but no simple baseline :/ #ICML2018 don't know if they realize that linear models can do really well

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Hector Yee

@eigenhector

6 years

Huh someone just pointed out to me that imagenet was scraped from Google image search which was already ranked using models I had built a long time ago so that makes the images selected kinda biased to work with several generations of machine learning already. #generalization

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Hector Yee

@eigenhector

2 years

Man now I wanna go back to college and take operations research, electronic engineering, philosophy, comparative mythology, poetry, art, mathematics and physics. Wished I was more liberal arty in college instead of rushing through and finishing my degrees ASAP.

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Hector Yee

@eigenhector

5 years

If Einstein or Newton had Twitter would they have come up with their theories of gravity?

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Hector Yee

@eigenhector

3 years

Who wants a tombstone that reads managed X amount of people, increased revenue by YYY M and moved metrics by Z%

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Hector Yee

@eigenhector

4 years

So excited! First time having *math homework* in 21 years! Now to learn LaTeX

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Hector Yee

@eigenhector

2 years

Wow I first joined Google 16 years ago. I mean I'm going to overflow 4 bits soon

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Hector Yee

@eigenhector

2 years

I generally love python but have this love hate relationship with dependency management. So many options, pip, bazel, poetry. What's your favorite?

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Hector Yee

@eigenhector

3 years

PaLM barely got it's day in the sun and then got upstaged by Dall-e-2 😂

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Hector Yee

@eigenhector

10 months

I can't believe it, I actually just became a book author

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Hector Yee

@eigenhector

2 years

What's the compressed size of all of human knowledge? LLMs seem to indicate for language under 1TB?

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Hector Yee

@eigenhector

4 years

Math homework, I feel like a kid again, starting to actually grok the meaning of a manifold after years of just throwing it around in ML.

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Hector Yee

@eigenhector

5 years

Finally made a decision. Gonna work on organic Brains with @stardazed0 starting next week! It's a nice juicy project. mmmm brains

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Hector Yee

@eigenhector

6 years

Twitter seems better for #AI networking than LinkedIn! I mostly get recruiters on LinkedIn and a lot more interesting pointers to new papers, ideas and connections on Twitter related to the fields I am interested in. #AI #healthcare #EHR #DeepLearning

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Hector Yee

@eigenhector

8 years

On my feed it looks like @scalzi is talking about spicy seagulls in @cstross 's tweet!

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Hector Yee

@eigenhector

4 years

Can you believe it ... uint16 is soon not going to be able to cover the average US daily case rate. Overflowing uint16.

The COVID Tracking Project

@COVID19Tracking

4 years

Our daily update is published. States reported 63k new cases, about the same number as last Tuesday. They also recorded more than 1,000 deaths for the first time since May 29th. Today’s number of currently hospitalized (59k) COVID-19 patients is the third-highest in our data.

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Hector Yee

@eigenhector

5 years

@F_Vaggi @carlesgelada It does generate the largest gradients...

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Hector Yee

@eigenhector

3 years

Gonna work on environmental and climate change stuff next year

Tidal - X, The Moonshot Factory

Learn more about Tidal, X's moonshot to protect the ocean while feeding the world sustainably.

x.company

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Hector Yee

@eigenhector

4 years

@haqim212 @g_k_swamy Innocently confused machine learners

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Hector Yee

@eigenhector

6 years

Our Nature digital paper on "Scalable and accurate deep learning with electronic health records" is finally published. My first #healthcare and #AI paper! My contribution was the modelling work, specifically one of the models, interpretable boosting.

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Hector Yee

@eigenhector

4 years

So many papers with "___ is all you need". Remember when it was "the unbelievable effectiveness of ___"

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Hector Yee

@eigenhector

3 years

Are matrix multiplies with relus more conscious than meditators in nirodha sammapathi trance?

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Hector Yee

@eigenhector

4 years

I doubt GPT-2 can come up with this transcript.

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Hector Yee

@eigenhector

2 years

Yay, finally got jax[cuda] working on Windows via WSL2

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Hector Yee

@eigenhector

10 months

My first ever book is available for purchase! Building recsys with @BEBischof

Building Production Recommendation Systems

This book serves as a practical introduction to building production recommendation systems that scale.

www.buildingrecsys.com

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Hector Yee

@eigenhector

2 years

How do people successfully be both a tech lead as well as a deep individual contributor? I find I have to focus on one or the other.

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Hector Yee

@eigenhector

4 years

I still can't believe they taught me in Econ 101 that humans were rational

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Hector Yee

@eigenhector

3 years

I love einsum notation, no need to think through all the crazy reshapes to do something, just specify with the indices. Was thinking of how to do outer product with matmul in batches but in einsum it's just "ij,ik->jk". boom.

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Hector Yee

@eigenhector

3 years

I'm not kidding. I went from pioneering image ranking models, self driving car perception, Emmy award winning personalized recommender systems, pioneering dynamic pricing, neural lightfield rendering, writing Nature articles to writing SQL and running automl.

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Hector Yee

@eigenhector

4 years

@chipro Wat ... how did they have a TF course in 2008?

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Hector Yee

@eigenhector

1 year

I decided to do a grad degree in humanities to balance out my tech and science background. We'll see how it goes. I had lots of fun doing comparative mythology in college and ancient languages so this is an extension of my undergrad interests.

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Hector Yee

@eigenhector

4 years

Nooooooo I closed all my tabs and now I've forgotten what papers and books I was reading....

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Hector Yee

@eigenhector

3 years

The amount of books I want to read grows exponentially but I can only consume the read queue linearly

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Hector Yee

@eigenhector

3 years

Are there humble people on twitter?

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Hector Yee

@eigenhector

4 years

This is so weird to see things we'd just do routinely suddenly have a formal name

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Hector Yee

@eigenhector

1 year

Welcome to ancestral simulator, shard number 42. In this realm you will spawn on a pre FTL civilization about to - encounter aliens for the first time - invent AGI Join in fun group activities such as: - balancing budgets - survive a global pandemic - survive climate change

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Hector Yee

@eigenhector

4 years

Samy was the one who first taught me machine learning and my first collaborator in the field. He's a super nice mentor and researcher.

Katherine Heller

@kat_heller

4 years

Samy Bengio has stood by all of us in Brain Research, and it’s meant so much. Particularly for all the women who speak up. We started to call it “Samyland”, a safe space for the underrepresented and overlooked.

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Hector Yee

@eigenhector

4 years

@quantumVerd @ChrSzegedy One day we might discover that gamma ray bursts are aliens mining for their bitcoin

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Hector Yee

@eigenhector

3 years

My colleagues were working on this for a while, glad to see it finally pay off!

Google AI

@GoogleAI

3 years

Today, in collaboration with the @Harvard Lichtman Laboratory, we're releasing a novel resource to study the human brain — an imaging dataset covering a cubic mm of cortical tissue with traces of tens of thousands of neurons and 130M annotated synapses.

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Hector Yee

@eigenhector

4 years

I need a gps for mathematics. Like ok google find me the shortest route from where I am to inter-universal teichmüller theory

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Hector Yee

@eigenhector

3 years

AI: muhahaha I have achieved sentience and shall... Scheduler: sorry have to pre-empt you for random_ecommerce_job

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Hector Yee

@eigenhector

4 years

Getting my 5g microchip implanted in an hour so excited

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Hector Yee

@eigenhector

4 years

Who in the world runs a physics simulation on slapping chickens

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Hector Yee

@eigenhector

4 years

Someone told me today I was all fluff, no substance and have dunning-kruger ... let me eat this random statue I found at a bar for dinner 😂

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Hector Yee

@eigenhector

5 years

December hobby project - implement something in Jax

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Hector Yee

@eigenhector

5 years

I flew back last Thursday on 10 minutes notice with just the clothes on my back, just in time to hold my mom's hand and sing her to sleep with my brother. She went peacefully and gracefully as we sang, heart rate dropping slowly

Pioneering social worker Janet Yee dies aged 85, remembered as compassionate and nurturing leader

SINGAPORE - Veteran social worker Janet Yee, recognised as a pioneering social worker and advocate of children's rights here, died last Friday (Oct 25) at the age of 85. Read more at straitstimes.com.

www.straitstimes.com

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Hector Yee

@eigenhector

7 months

Why does it feel that everyone in research has the same ideas at the same time. Are the ways forward just so obvious?

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Hector Yee

@eigenhector

3 years

Is ML the only field where every few years something new just makes entire sub branches of the field become neglected? People still learn Newton's laws with general relativity being around. Some audiophiles still like analogue over digital signal processing.

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Hector Yee

@eigenhector

3 years

There should be a regularization term on how much power a single human can have.

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Hector Yee

@eigenhector

5 years

Reminds me of the time a journalist called TFIDF (word frequency counting) AI. My twitter handle is a pun on eigenvector by the way. Eigenvector decomposition is something they teach in high school in Singapore in the very first linear algebra course in grade 11....

WIRED

@WIRED

5 years

Stitch Fix is using something called eigenvector decomposition, a concept from quantum mechanics, to tease apart the overlapping “notes” in an individual’s style. Using physics, the team can better understand the complexities of the clients’ style minds.

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Hector Yee

@eigenhector

8 years

May be a bi-directional reflectance distribution capture device but it sure does look like a sprite can teleporter

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Hector Yee

@eigenhector

3 years

Caustics used to be very expensive to render with bidirectional ray tracing and then photon maps made it easier but biased, then metropolis sampling.

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Hector Yee

@eigenhector

11 months

I remember that apartment having alpha tested their interview process. So surreal to see this arc from start to ending like this

Greg Brockman

@gdb

11 months

After learning today’s news, this is the message I sent to the OpenAI team:

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Hector Yee

@eigenhector

3 years

Why do I end up with days debugging tensor shapes ... seems to happen all the time

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Hector Yee

@eigenhector

5 years

Used to think Science was about merit and hard work and now it feels like everything else human -- a popularity contest with in crowds and all that. Or is it just the human condition? Any good books about this part of human psychology accessible for a fun read?

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Hector Yee

@eigenhector

3 years

Does anyone else reorder chores so they do a minimal distance traversal through their apartment or is it just me?

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Hector Yee

@eigenhector

3 years

LMAO LinkedIn is sending me ads for my own job

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Hector Yee

@eigenhector

2 years

How long before we get tools that look at your ML code and automatically picks parts to automatically vectorize and parallelize? For comparison it took like 20 years from when I learned about auto vectorization in compiler class to seeing my SSE code get compiled from regular C++

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Hector Yee

@eigenhector

5 years

Strangely one way I tend to pick projects is to find roles I am underqualified for so that I can grow while in the role. It's at the edge of the explore / exploit trade-off. Find something that exploits your current skills but also lets you explore new ones!

uncatherio

@uncatherio

5 years

The discourse about impostor syndrome bothers me, because it IS POSSIBLE to be underqualified for a role or responsibility I've had multiple experiences of attempting to raise to a supervisor "Hey, I'm not doing well at this" only to be told I was doing fine. This sucked!

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Hector Yee

@eigenhector

4 years

I am a not PhD who did well in ML. Did a 2 year MS because I knew I was going to go to industry (in graphics)

Delip Rao e/σ

@deliprao

4 years

One odd job I do is help some companies by reviewing their AI job reqs. One of the common mistakes I notice HR/hiring managers make in hiring deep learning talent is to put “PhD preferred” in product AI research job req. This goes wrong in so many ways:

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Hector Yee

@eigenhector

2 years

My ML tweets might seem weird like a mix of newbie and experienced and it's because I'm new to doing stuff outside of a mature walled code garden which is different from doing stuff in the chaos of the open source wilderness.

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Hector Yee

@eigenhector

5 years

Why don't we terraform Sahara before Mars

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