A Day in the Life of a Machine Learning Engineer (at a *small* startup)
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- Опубліковано 29 чер 2024
- A day in the life of a machine learning engineer at a small startup from Brisbane, Australia called Nutrify.
Nutrify uses computer vision to make learning about and tracking whole foods fun.
Links from video:
Download Nutrify on the App Store - apple.co/4ahM7Wc
Nutrify website - www.nutrify.app
What we learned from year of building LLMs part II - www.oreilly.com/radar/what-we...
Apple Overton System for Machine Learning - machinelearning.apple.com/res...
Copying Tesla’s Data Engine for Food Images - • Copying Tesla's data e...
My ML recommended resources - www.mrdbourke.com/ml-resources/
2020 Deep Learning PC Part List - au.pcpartpicker.com/list/8KXXjp
2024 Deep Learning PC Part List - au.pcpartpicker.com/list/xBvRdH
Other links:
Download Nutrify (my startup) - nutrify.app
Learn AI/ML (beginner-friendly course) - dbourke.link/ZTMMLcourse
Learn TensorFlow - dbourke.link/ZTMTFcourse
Learn PyTorch - dbourke.link/ZTMPyTorch
Read my novel Charlie Walks - www.charliewalks.com
Connect elsewhere:
Web - dbourke.link/web
X/Twitter - / mrdbourke
Twitch - / mrdbourke
ArXiv channel (past streams) - dbourke.link/archive-channel
Get email updates on my work - dbourke.link/newsletter
Timestamps:
0:00 - intro
1:08 - morning session/breakfast
1:41 - reading
2:15 - data labelling
2:40 - model training
4:19 - bug fixing
4:34 - lunchtime
6:09 - afternoon session
6:51 - what we've been working on (for the day)
8:36 - ideas for the future
9:28 - Nutrify compute cluster in a closet
11:00 - Nvidia GPU speed comparison
12:00 - Nutrify's data flywheel
13:14 - end of day
14:34 - bloopers - Наука та технологія
You forgot the 1 hour meditation, the audio book, the cold plunge, the sauna, the 1 hour gym session, 2 hours of answering emails.
😂
@@mrdbourke lmao,ubuntu? nah mate you lame
@@mrdbourke i use arch btw
The 2 hours of answering emails struggle is real
You forgot the Master Course we can all buy for $100
This was the best "A Day in the life" video so far, very authentic and felt like being part of the team 😂
This is the video where I felt like I want to be like them! Productive. Enthusiastic.
" felt like being part of the team" 🤣
i love how authentic this video was, none of that drama shit
Glad you enjoyed! We like to keep it pretty chill and simple.
No day in a life video matches this on. Dude actually shows his code as if he is doing a tutorial. This is just wonderful man, God bless your hustle🙏
One of the best “A day in the life” videos I've seen and actually provides insight into the work!
Not like many others, just vlogging their day and joining meetings without sound all the time. Love it!
Great video! As a Data Scientist working remotely for a gaming company, I felt nostalgic for the days when I used to gather with my colleagues in a small room to work together like you guys!
Keep going!
Wow! That's how ML development is being carried outside of school. Now, i'm hooked!
Woohoo!!! Word of warning: ML can be very addictive :P (I'll let you decide whether that's good or bad haha)
@@mrdbourke Definitely bad :P
Being an ML engineer with no source of income is not a joke. I am kinda new into ML and I trained my model for a day and couldnt use my PC
You can buy a used laptop to browse the internet and do stuff while your model trains. Or buy one of those mini-PCs with Oculink egpu support to use as a training system.
Is a virtual machine
not a good approach?
@@rikudouensof even the virtual machines cost money 💀 I'm cooked
@@roast-salamander oracle vm is free?
Run command in background mode
Thanks again for creating that massive PyTorch course. That was a great help in my journey into ML.
Glad you liked it! And you're very welcome! Enjoy the epic world of ML
Love love love this video. Thank you for uploading. Esp love that you're training your models locally and also the data-first approach. Keep up the good work!
This is the best "A Day in the life" video which i have watched so far.
literally loved the whole video and how u have shown what ML folks really do.
Kindly make more of such videos.
Glad you enjoyed! Thank you for the kind words
If I will be able to work with this man in such a balanced setup, trust me I will work all the time. I am learning deep learning while studying physics from 3rd world country. it's hard to understand by how much we go through living in a third country. I wish I will make it to go to a developed country!
living in a 3rd world country here too, bro. It sucks lol
where?
Stay home fix your own country
This was actually a genuinely good video, which I'm delighted to have watched. Please, do keep on making these.
This is beautiful, i have a test for an internship for a company that will be using ML and AI (GenAI). And having litteraly no experience, this video made me so happy.
This is a true day in the life blog!
thanks for sharing and mentioning the technical details and roadblocks in the video.
super impressed with the progress of the app and will be following along with the journey
God damn it! Take a sub! This is the best day in the life of video with actual substance and not just fluffing about. Well done. Great to see another Aussie startup!!
Informational, wholesome and genuine record of your day. I enjoy the video a lot.
Happiest sounding startup team ever. This video is likely going to help you recruit so many new team members. Just brilliant.
You are back! Wish you a good luck with your app. It's an awesome idea!
This was the best one so far man, appreciate it!
The energy, the teamwork, and the positive vibes are truly amazing - I can feel it from the video.✨👏
Oh man! I was randomly watching the video and enjoying the good vibe at your workplace. Then I noticed the name Daniel Bourke. You and Andrei Neagoie made an Udemy course which made me who I am today! Thank you, guys!
So stoked to hear legend! Glad you enjoyed the course :)
Ahhhh love the vibe! Also, finally someone doing ML Engineering version. Keep it up more mate. I'm also an ML Engineer for a while and really love your vlog.
Brother, whatever you're feeding your brain, keep it up! Your insights and energy are next level. Loving the content!
Thank you! The secret is whole foods, not too much!
Yes, I love this. Thanks for sharing. I'm working on setting up an ML lab in my home office and this is sooooo relatable.
Love the authenticity. This is how UA-cam should be.
I just feel happy watching this video. I still remember how you started out learning ML and DL in 2019 lol. You were the inspiration for me as I also started out around the same time lol. Fast forward 5 years and here you are with your own start up! Truly happy to see such development!
Woah! Thank you for the support over the years. Hope you're well brother. Keep machine learning!
Thanks for uploading a video...I have subscribed to you 5 years back
Thank god the algorithm recommended me this, content is pure gold!
I worked at a similar small startup recently. Just me (ML), the sales guy (founder) and the infrastructure guy. Unfortunately, we didn’t get the funding needed to keep it running so we had to close shop. I really loved it while it lasted. Why? Everyone on the team could code, in fact I was the least experienced guy (the others each had more than a decade of experience in Java). I was working primarily in Python. Whenever I got stuck, the sales guy will come in to help. I felt blessed working with people who knew what’s up. I didn’t need to dumb down things for them to grasp.
You have truly inspired me, and I wish you the best of luck in your endeavors. I watched the video several times, and I enjoyed the small work environment and the interaction between you. I also liked how you manage your time effectively, eating, resting, exercising, and reading. This discipline will help your company achieve its goals because you have the necessary qualifications and capabilities.
Wow, what a beautiful comment. Thank you so much for the kind words, we really appreciate it.
I feel the enthusiasm. God speed bro! Wish you the best
Super nice office, the backyard is super nice to take a pause or unwind after work with colleagues!
Great Video, Thankyou for making this !
This video legit made me download your app and start using it.. Well done guys!
Woohoo! Have fun and let us know if you feel we could improve it, we're all ears!
the most realistic one I found :v, keep up the good stuff mate!!
What a wonderful content! Keep going, surely its going to be a banger!
Thank you! We really appreciate it.
That’s amazing. I just learned about the app watching the video. Sounds great!
This app is exactly what I need. Good job!
Familiarity with the dataset you are working with is crucial for an ML engineer so kudos for getting your hands dirty and labeling. Also, if I had to look at food images all day my body weight will explode like my gradients. Thank you for sharing!
Absolutely love this day in the life! I aspire to start something in the future, and this was super motivating!
You got this!
This was awesome to witness ! 🎉
Amazing stuff. Great to see a sneak peek into another fellow brizzy startup/business. Keep up the good work. 👌😎
Man, from watching you doing coursera courses now building at scale, time goes by.
Same goes for me, from being a school student to working in an AI startup. Ur chanel has been an inspiration for the idea of learning
Loved the video, I felt like I was doing a one-day internship, really informative and explained very well, thank you!
The best video i ve seen in the past 1 month
One of the best day in the life videos ever, no cringe morning routine that wastes 1 hour, no reading books that aren't related to the job field, no nothing, just straight work and grind.
I'm also interested in getting a Machine Learning Job too, currently grinding and studying for it everyday and I hope to have a similiar job here.
Love this video❤ thanks for showing
Wish you guy all the best success
This looks like a path to be on, not stuck in a shitty cubical job
Most Realistic and wholesome day in my life video!!
u r such an inspiration daniel..waititng for pytorch 2.0 love ur vids
Such a informative video it is! I have learned so many different things from it
This is so well edited
The error explanation notes are genuinely amazing, might be one of the reasons I continued watching
Glad you liked them! I realised when editing how many things I said that someone who's not 100% familiar with ML might not fully understand.
these guys are absolute genuis.
probably the best "a day in the life video" I've seen
Very insightful, the actually helpful kind of "a day in the life of" some kind of profession. Really helped me to get to know more about how an ML engineer works.
Just got the motivation I needed to go through my ML engineering learning journey 💪🏻
You got this! 💪
Even if it is for promotion, it is a very refreshing "day in the life" !! Good work ! :)
Great video and great book recommendation! I recently bought it as well as I venture into machine learning engineering 😄
You never miss 🔥
I enjoyed this video, awesome.
Hey I just wanted to say this was a great video. I want to become a machine learning engineer and I feel like this one of the few day in a life videos that gave me an idea what to expect
You got this! Being a machine learning engineer is all about being one with the data and keeping the data flywheel going.
Love it! Coming from a small startup myself I empathize a lot with your situation.
Btw, great suggestion about the book, my favorite ML book so far :) (waiting for AI Engineering)
Everything ik about ML is thanks to your courses!
home office, i love it. my training machine only a 7 years old 2nd hand note book , gtx1050 with cuda. it just fit my need!
Hey i'm really passionate about the details. Thanks for sharing from Colombia.
Sick video! 🤙🔥
I learnt a lot from this video, thanks for uploading 🙏🏼
Glad you enjoyed!
Love the story. Above all Josh comment at the end LOL. Keep the great work guys!
Thank you! We really appreciate it.
Best DIL video.
this video feels very authentic
wonderful content !
That was a neat little trick to leave the PSU outside the case on your deep learning PC. Simple, effective way to manage heat!
the best video!
I really like your video ❤
Great vlog👍🏾
Incredible content
plus nice to see good old queensland vibes :) lovely stuff !
Good Luck!😍
Great video, super interesting!
Thank you! Glad you enjoyed :)
I love how authentic this video was and this video is also a learning source for me. I just want to know if the model on iPhone runs locally or through API.
Lovely watch! You're a genius
Glad you enjoyed!
Nice screen saver 👍
This is awesome
😂😂😂😂 i guess its a blessing in disguise to see this video, odd enough found your article a few days ago and have procrasinatin to read it🤣🤣
sound is low.
Excellent annotation.
Also great split screen effect.
Inspirational
wow that's amazing.
This is actually pretty cool 💯
Thank you!
Thank you for sharing, very helpful! You should launch very soooon!
Fantastic energy 😂
Thank you! 🕺
I want to see more of these videos 🎉🎉🎉
Top Day in Life video.
Thank you thank you!
Inspiring and Informative video.
I am ML Engineer too.
this is great, make more content on building and developement
Wow this looks like a lot of fun--until it's not! haha just kidding. Best of luck to you guys in your work...fantastic job! Hope to see you guys on the google play store someday soon.
Also makes me itching to start my own project in ML
awesome video
Thank you! Glad you enjoyed it :)
Thanks now i want to train some models
Using Ubuntu very cool! Very interesting video Brother!!