[HN Gopher] Emil's Story as a Self-Taught AI Researcher (2020)
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       Emil's Story as a Self-Taught AI Researcher (2020)
        
       Author : eamag
       Score  : 84 points
       Date   : 2025-02-03 18:56 UTC (4 days ago)
        
 (HTM) web link (floydhub.ghost.io)
 (TXT) w3m dump (floydhub.ghost.io)
        
       | croissants wrote:
       | Previous discussion:
       | https://news.ycombinator.com/item?id=22101066
       | 
       | IMO the confident Tweets about how to become a good researcher
       | and hire good researchers look pretty weird next to the lack of
       | any apparent research papers (or even visible research products)
       | five years later.
        
         | gwern wrote:
         | Isn't he running a company (Palette) which makes heavy use of
         | DL?
        
           | emilwallner wrote:
           | Indeed, I realized it's hard to compete with PhD students for
           | grants, and subsidising my work with content marketing does
           | not fit my style, and I prefer owning my work and choosing my
           | own research direction. I also want people to use my work,
           | and create solutions that are cost-effective.
           | 
           | So the most logical way was to bootstrap an AI start-up in
           | the area I'm interested, so that's what I'm doing.
           | Unfortunately, it's hard to publish or contribute to open-
           | source, since it becomes too easy to copy, which cuts my
           | margins and ability to fund my research and compute.
           | 
           | Now I spend most of my days doing AI research, and outsource
           | most other parts, really enjoying it :)
        
             | gopher_space wrote:
             | I think you'd attract a more sympathetic audience if you
             | reframed _Emil 's Story_ as "How to get people to leave you
             | alone and let you think." E.g. half of your AI autodidact
             | degree boils down to 'make money with what you\'ve
             | learned', and it's always interesting to see people unpack
             | their approaches to this idea. Your thinking around target
             | numbers would be valuable.
        
           | croissants wrote:
           | Sure, so it seems fair for him to offer advice on how to
           | apply AI or start a company based on it, but doing AI
           | research means generating new knowledge about AI itself, and
           | I don't see any evidence of that.
        
         | king_magic wrote:
         | Guy seems & speaks like a charlatan.
        
           | Xmd5a wrote:
           | >I moved from Sweden to Ghana, West Africa. I started working
           | as a teacher in the countryside, but after invoking the
           | spirit of their dead chief, they later annotated me the king
           | of their village.
        
             | RestartKernel wrote:
             | For those casually browsing the comments, this is an actual
             | quote from the article.
        
               | emilwallner wrote:
               | True story, happened when I was around 18:
               | https://imgur.com/fNd55hB
        
             | dkarl wrote:
             | I knew a guy like this. He was fairly transparent about the
             | fact that he talked a lot of bullshit about himself, in the
             | sense that he didn't keep it realistic and didn't respond
             | to reasonable skepticism the way a normal person would, but
             | a lot of people responded positively to it. The people it
             | worked on, they recognized that he wasn't speaking literal
             | truth and mentally discounted what he said by some large
             | percentage, thinking that they were critically adjusting
             | for his boastfulness. But he painted such a grandiose
             | picture of himself that anyone who subconsciously assumed
             | that 10% of it was true would still be impressed.
             | 
             | He was a weird dude. I think he grew up in a household
             | where outrageous boasting was common and had been doing it
             | so long that it was his authentic self. He desperately
             | wanted people to be impressed with him, and he had mastered
             | a strategy that had a consistent yield, but the people it
             | didn't work on looked down on him pretty severely, and he
             | didn't have any way of earning their respect. He had to
             | trust in the fact that over time he would tend to find
             | himself surrounded by people he could manipulate.
        
             | sepositus wrote:
             | I stopped reading at this point. Is there some cultural
             | context I'm missing here? What does that even mean?
        
             | emilwallner wrote:
             | I wrote a tldr here:
             | https://news.ycombinator.com/edit?id=42976187
        
       | emilwallner wrote:
       | Hey, Emil from the article here.
       | 
       | I end-up doing part-time work for Google at the interaction of
       | Art/Culture and ML doing project like this
       | (https://artsandculture.google.com/story/the-klimt-color-
       | enig...), I saved up enough to build an ML rig
       | (https://www.emilwallner.com/p/ml-rig), since I worked 2-3 days a
       | week, I could spend the rest of my time doing research. I spent
       | 1-2 years working on reasoning, trying different adaptive compute
       | mechanisms and RL on code and mathematics (similar to R1/o1),
       | however, I realised it was hard to compete with the established
       | labs, and if I published my work it was hard to monetize it to
       | have enough time to stop doing consulting work and fund my
       | compute needs.
       | 
       | Instead, I started researching AI colorization, and launched it
       | as a side-project (https://www.reddit.com/r/InternetIsBeautiful/c
       | omments/xe6avh...), I ended up having a few hundred thousand
       | users in a few weeks and realized it had enough legs to bootstrap
       | into a company. So I left my consulting gig at Google to go full-
       | time on the colorization project (Palette: https://palette.fm/).
       | 
       | Fast forward to today, Palette is still running with a healthy
       | margin, I've outsourced most of the things and I can spend most
       | of my time doing AI research. I'd love to publish and open-source
       | more, but since it becomes too easy to copy, it makes it hard to
       | fund myself and my compute needs.
       | 
       | Happy to answer any questions.
        
         | tobr wrote:
         | I got stuck at "after invoking the spirit of their dead chief,
         | they later annotated me the king of their village". What kind
         | of interviewer doesn't ask a follow-up question on that
         | anecdote?
        
           | emilwallner wrote:
           | tldr, most of technology in rural Ghana was considered magic,
           | like phones and tvs, and the only explanation was that it
           | came from "the white man". The chief had recently died and
           | for most of the time I was the only caucasian person in the
           | region, and i met many that had never seen a caucasian person
           | before. The locals started joking by greeting my as the king,
           | the joke picked up and soon most were greeting me as the
           | king. I always though it was a joke, and went a long with it.
           | However, one day I was summed by the neighbouring regional
           | kings and the elders of the village I lived in. After
           | chatting for 30 minutes in the local language, they were
           | convinced that the dead chief's spirit had entered me and
           | they asked in english, "So, do you want to be our king?", I
           | asked what it meant, one person said, I would be given 4
           | wives and they would slaughter a goat and pour the blood over
           | me, another said I should ask the king of Sweden what it
           | meant, every person said a different thing. I sat there
           | utterly confused, but thought to myself, yolo. So I agreed. I
           | still feel like it was a dream, a surreal experience. The
           | anointing ceremony was a lot of fun, since many of the people
           | in the village were christians, the dropped many of the
           | accent rituals since they were considered unethical under
           | Christianity. There were a hundred or so people, many of the
           | regional kings attended, they offered me a new outfit, a
           | tunic, carved a chair out of wood that only chiefs can sit
           | on, lots of music, dancing, and regional ceremonial aspects.
           | Here's a pic from the ceremony: https://imgur.com/fNd55hB
        
             | certyfreak wrote:
             | Wow, as a Ghanaian still living in Ghana, I find this to be
             | interesting. Which part of Ghana? preferably the village
             | name. And How long were you considered a chief?
             | 
             | > Most of technology in rural Ghana was considered magic,
             | like phones and TVs I guess that's no longer the case. :)
        
           | gopher_space wrote:
           | Someone familiar with small African villages. For "king" read
           | boss, mayor, civic comptroller, or foreign moneybag. It's
           | more like getting a Key to the City[0] that comes with an
           | expectation of resources.
           | 
           | > after invoking the spirit of their dead chief
           | 
           | "Hey, Frank used to say stuff like that! Boy do I miss
           | Frank."
           | 
           | OP isn't exaggerating his experience, and the interviewer
           | doesn't find this unusual enough to unpack.
           | 
           | [0] https://en.wikipedia.org/wiki/Freedom_of_the_City
        
         | roadtoswe wrote:
         | Hi Emil, your story is inspiring for someone who wants to
         | become a self-taught software engineer with particular
         | interests in AI/ML (see my previous HN submission).
         | 
         | This article was posted in 2020, would you change anything
         | regarding the ideal curriculum in becoming a self-taught
         | software engineer now? Assume zero prior programming experience
         | (can see my previous HN submission question).
         | 
         | The AI autodidact guideline you gave in 2019, would you change
         | anything now?
         | 
         | Would appreciate any advice or roadmap to follow, your story is
         | inspiring.
        
           | emilwallner wrote:
           | Thanks! I saw your earlier question related to working with
           | AI at FAANG, from the context of being 30ish, and self-
           | taught. I was around 27 when I started learning software
           | engineering and AI.
           | 
           | I made a free e-book here
           | (https://emilwallner.gumroad.com/l/no-ml-degree), and I
           | believe most of the key points are still valid, however, when
           | I learned software engineering and ML, ML was a rather small
           | field and tools like chatGPT and claude didn't exist.
           | 
           | Imo, asking about a curriculum is the wrong framing, for me,
           | it was more about how to find resources to focus full-time
           | and being in an environment that increases my motivation.
           | 
           | I started learning software engineering at home taking
           | courses, but I procrastinated too much to be effective, maybe
           | I did around 10 hours of effective learning per week. For me,
           | studying C at 42 (https://www.42network.org/42-schools/), a
           | free peer-to-peer school was crucial, and I recommend
           | something similar. It enabled me to focus 70-90 hours a week,
           | and after 6 months I was good enough to get competitive
           | startup job offers.
           | 
           | During my time, the FastAI course (https://www.fast.ai/) was
           | the best practical AI course. I'd probably spend a week
           | looking for ambitious projects made by recent autodidacts,
           | and ask them which course they think is best now. And spend
           | max 1-2 months taking the course.
           | 
           | As for picking projects and building a portfolio, the advice
           | in my e-book is still valid. An ambitious but realistic
           | timeframe for landing a FAANG job is 3-5 years. Once you have
           | a solid portfolio, I'd recommend joining say a YC-startup or
           | similar with ex-FAANG employees to get up to speed and
           | references. My first gig was at the YC-startup FloydHub with
           | ex-FAANG employees.
           | 
           | If you are self-taught it's often easier to get on the FAANG
           | radar by making highly domain specific portfolio projects
           | that are core to their business, or making open-source
           | contributions to their projects. The other route is applying
           | for jobs, however, most people without an ivy-level degree
           | don't pass the screening stage. If you choose this path, plan
           | for at least 6 month to learn the first part of Ian
           | Goodfellow's book (https://www.deeplearningbook.org/) using
           | say ChatGPT as your tutor, also grasp the key content in Chip
           | Huyen's books (https://huyenchip.com/), learn cracking the
           | coding interview, and get good at solving leetcode hard
           | problems.
        
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