A Day in the Life of a Machine Learning Engineer (at a *small* startup)

  Рет қаралды 242,303

Daniel Bourke

Daniel Bourke

Күн бұрын

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

Пікірлер: 483
@GoldenTV3
@GoldenTV3 11 күн бұрын
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
@mrdbourke 11 күн бұрын
😂
@eygs493
@eygs493 11 күн бұрын
@@mrdbourke lmao,ubuntu? nah mate you lame
@eygs493
@eygs493 11 күн бұрын
@@mrdbourke i use arch btw
@Creativeskillshub
@Creativeskillshub 11 күн бұрын
The 2 hours of answering emails struggle is real
@ChewieTomatoes1
@ChewieTomatoes1 10 күн бұрын
You forgot the Master Course we can all buy for $100
@c.b.twenty9127
@c.b.twenty9127 13 күн бұрын
This was the best "A Day in the life" video so far, very authentic and felt like being part of the team 😂
@saqibshafin
@saqibshafin 12 күн бұрын
This is the video where I felt like I want to be like them! Productive. Enthusiastic.
@eskimogc4587
@eskimogc4587 9 күн бұрын
" felt like being part of the team" 🤣
@anderson3889
@anderson3889 12 күн бұрын
i love how authentic this video was, none of that drama shit
@mrdbourke
@mrdbourke 12 күн бұрын
Glad you enjoyed! We like to keep it pretty chill and simple.
@FUBAU
@FUBAU 13 күн бұрын
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!
@francislalhmuakliana766
@francislalhmuakliana766 12 күн бұрын
Wow! That's how ML development is being carried outside of school. Now, i'm hooked!
@mrdbourke
@mrdbourke 12 күн бұрын
Woohoo!!! Word of warning: ML can be very addictive :P (I'll let you decide whether that's good or bad haha)
@francislalhmuakliana766
@francislalhmuakliana766 12 күн бұрын
@@mrdbourke Definitely bad :P
@pablocs12
@pablocs12 13 күн бұрын
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!
@robertrockson5959
@robertrockson5959 8 күн бұрын
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🙏
@rock3tcatU233
@rock3tcatU233 13 күн бұрын
Thanks again for creating that massive PyTorch course. That was a great help in my journey into ML.
@mrdbourke
@mrdbourke 13 күн бұрын
Glad you liked it! And you're very welcome! Enjoy the epic world of ML
@tomhoq2003
@tomhoq2003 3 күн бұрын
@@mrdbourke Hi! Where can i find said course?
@mrdbourke
@mrdbourke 3 күн бұрын
@@tomhoq2003 on my KZfaq channel (search “Learn PyTorch in a day”). Also see learnpytorch.io
@strickvl
@strickvl 13 күн бұрын
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!
@davidyoo647
@davidyoo647 12 күн бұрын
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
@spookimiiki5891
@spookimiiki5891 11 күн бұрын
This was actually a genuinely good video, which I'm delighted to have watched. Please, do keep on making these.
@MLexploring
@MLexploring 13 күн бұрын
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!
@benravenhill484
@benravenhill484 12 күн бұрын
living in a 3rd world country here too, bro. It sucks lol
@oksowhat
@oksowhat 10 күн бұрын
where?
@Soulseeologia
@Soulseeologia 9 күн бұрын
Stay home fix your own country
@darianmorat
@darianmorat 7 күн бұрын
@@Soulseeologia get your point... but not realistic haha
@josepimentel6856
@josepimentel6856 7 күн бұрын
​@Soulseeologia so then a 1st world country can invade and reap the benefits?
@pnwrunning
@pnwrunning 11 күн бұрын
Happiest sounding startup team ever. This video is likely going to help you recruit so many new team members. Just brilliant.
@pseabrook
@pseabrook 11 күн бұрын
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!!
@631kw
@631kw 12 күн бұрын
Informational, wholesome and genuine record of your day. I enjoy the video a lot.
@roast-salamander
@roast-salamander 13 күн бұрын
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
@MultiMojo
@MultiMojo 11 күн бұрын
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.
@rikudouensof
@rikudouensof 11 күн бұрын
Is a virtual machine not a good approach?
@roast-salamander
@roast-salamander 11 күн бұрын
@@rikudouensof even the virtual machines cost money 💀 I'm cooked
@Onyxdude
@Onyxdude 10 күн бұрын
@@roast-salamander oracle vm is free?
@YuriiPalchynskyi
@YuriiPalchynskyi 10 күн бұрын
Run command in background mode
@aditipandey1769
@aditipandey1769 7 күн бұрын
This video is one of the most authentic, wholesome and amazing vlog. Really felt the good vibes right through the screen. Loved it.
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you! Glad you enjoyed it :)
@dangkhoatrannguyen6734
@dangkhoatrannguyen6734 13 күн бұрын
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!
@mrdbourke
@mrdbourke 11 күн бұрын
Woah! Thank you for the support over the years. Hope you're well brother. Keep machine learning!
@Qwme5
@Qwme5 11 күн бұрын
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.
@mrdbourke
@mrdbourke 11 күн бұрын
Wow, what a beautiful comment. Thank you so much for the kind words, we really appreciate it.
@IamUmairJaffer
@IamUmairJaffer 5 күн бұрын
I'm big fan of you, I've learned PyTorch and TensorFlow from your channel and I owe my ML journey to your clear and engaging tutorials. You're the best, Daniel! ❤❤❤
@anthonysheldonx
@anthonysheldonx 3 күн бұрын
Love the video, proper insight into what your doing unlike the typical tech day in the life vids. Fills me with inspiration to emulate what you guys are doing in the future.
@miyamotomusashi5170
@miyamotomusashi5170 13 күн бұрын
Thanks for uploading a video...I have subscribed to you 5 years back
@saasdealership
@saasdealership 9 күн бұрын
Super nice office, the backyard is super nice to take a pause or unwind after work with colleagues!
@rupindersingh1312
@rupindersingh1312 13 күн бұрын
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.
@mrdbourke
@mrdbourke 11 күн бұрын
Glad you enjoyed! Thank you for the kind words
@yogeshhasabe4931
@yogeshhasabe4931 2 күн бұрын
That’s so amazing bro Daniel !!!!!! 💯🙌🏼 That’s some awesome progress Nutrify (& obviously you guys) are doing 😁 ….. Keep it Up 🙌🏼
@mailoisback
@mailoisback 13 күн бұрын
You are back! Wish you a good luck with your app. It's an awesome idea!
@taeefnajib
@taeefnajib 12 күн бұрын
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!
@mrdbourke
@mrdbourke 11 күн бұрын
So stoked to hear legend! Glad you enjoyed the course :)
@metadevgirl
@metadevgirl 10 күн бұрын
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.
@teamclouday
@teamclouday Күн бұрын
This is fun! Thanks for sharing!
@yungwarlock_w
@yungwarlock_w 10 күн бұрын
I feel the enthusiasm. God speed bro! Wish you the best
@-uz
@-uz 11 күн бұрын
Thank god the algorithm recommended me this, content is pure gold!
@LyanQ
@LyanQ 7 күн бұрын
This was really a day in the life video, really appreciate your works.
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you! Glad you enjoyed it :)
@wirrexx
@wirrexx 11 күн бұрын
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.
@Bilal_Chafi
@Bilal_Chafi 12 күн бұрын
Brother, whatever you're feeding your brain, keep it up! Your insights and energy are next level. Loving the content!
@mrdbourke
@mrdbourke 11 күн бұрын
Thank you! The secret is whole foods, not too much!
@chonzadaniel
@chonzadaniel 3 күн бұрын
Impressive stuff Daniel. Watching a dedicated ML/CV developers' team on site teaches a lot, very motivating, thanks!
@EmilyClaire-z5k
@EmilyClaire-z5k 6 күн бұрын
this is so fun to watch and motivating that i feel like working with you guys or build an awesome team like yours
@Harry-ib5rf
@Harry-ib5rf 10 күн бұрын
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.
@AI_Sage29
@AI_Sage29 10 күн бұрын
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
@odvjetnikai
@odvjetnikai 11 күн бұрын
This video legit made me download your app and start using it.. Well done guys!
@mrdbourke
@mrdbourke 11 күн бұрын
Woohoo! Have fun and let us know if you feel we could improve it, we're all ears!
@hoangtran-ek8mn
@hoangtran-ek8mn 3 күн бұрын
It looks so fun and inspirational. Love Huyen Chip as well
@KDTechverse
@KDTechverse 13 күн бұрын
This was awesome to witness ! 🎉
@mauroquiroga225
@mauroquiroga225 7 күн бұрын
What a great video! You really hooked me throughout the entire video. Now I want to start learning ML asap 😂
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you! Glad you enjoyed it! If you wanna learn ML, I’m biased but I’ve got some great beginner-friendly courses: www.mrdbourke.com/ml-courses/
@muscovitagamer
@muscovitagamer 11 күн бұрын
What a wonderful content! Keep going, surely its going to be a banger!
@mrdbourke
@mrdbourke 11 күн бұрын
Thank you! We really appreciate it.
@LuccasVw
@LuccasVw 4 күн бұрын
Really cool video, guys! Keep pushing hard! I have a data startup here in Argentina, and most of my days are very similar to yours
@armandf.s4036
@armandf.s4036 11 күн бұрын
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.
@simply.nonchalant6006
@simply.nonchalant6006 12 күн бұрын
Absolutely love this day in the life! I aspire to start something in the future, and this was super motivating!
@mrdbourke
@mrdbourke 11 күн бұрын
You got this!
@jag353
@jag353 8 күн бұрын
This was the best one so far man, appreciate it!
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you!
@jakubzboina7246
@jakubzboina7246 6 күн бұрын
Very nice :D I'm training my LLMs and watching pros in action. Good luck ;)
@whiskymarko
@whiskymarko 12 күн бұрын
Wish you guy all the best success This looks like a path to be on, not stuck in a shitty cubical job
@jannishuth5737
@jannishuth5737 12 күн бұрын
This app is exactly what I need. Good job!
@k_tully
@k_tully 11 күн бұрын
Amazing stuff. Great to see a sneak peek into another fellow brizzy startup/business. Keep up the good work. 👌😎
@metinunlu_
@metinunlu_ 13 күн бұрын
Loved the video, I felt like I was doing a one-day internship, really informative and explained very well, thank you!
@edetmmekut809
@edetmmekut809 3 күн бұрын
Have been following you for years.happy to see the progress.i feel so lazy
@HalilaSaif
@HalilaSaif 8 күн бұрын
The energy, the teamwork, and the positive vibes are truly amazing - I can feel it from the video.✨👏
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you! Glad you enjoyed it. We have a lot of fun!
@FactionalSnow85-EL3
@FactionalSnow85-EL3 9 күн бұрын
Great Video, Thankyou for making this !
@yeabsiragashaw2099
@yeabsiragashaw2099 7 күн бұрын
Truly Amazing , Keep it up !
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you!
@subhratuhin
@subhratuhin 13 күн бұрын
Most Realistic and wholesome day in my life video!!
@luanmaia
@luanmaia 8 күн бұрын
That’s amazing. I just learned about the app watching the video. Sounds great!
@user-fh2cw8ug9f
@user-fh2cw8ug9f 13 күн бұрын
The best video i ve seen in the past 1 month
@husam_007
@husam_007 12 күн бұрын
The error explanation notes are genuinely amazing, might be one of the reasons I continued watching
@mrdbourke
@mrdbourke 12 күн бұрын
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.
@Businedu
@Businedu 9 күн бұрын
You never miss 🔥
@sajibchakma2766
@sajibchakma2766 13 күн бұрын
Love this video❤ thanks for showing
@arkyabagchi4791
@arkyabagchi4791 11 күн бұрын
Such a informative video it is! I have learned so many different things from it
@muhammadawais721
@muhammadawais721 7 күн бұрын
This is very informative and practical Day of life video I ever seen. Nice Video Man😍😍
@mrdbourke
@mrdbourke 7 күн бұрын
Thank you my friend! I really appreciate it
@bayandakutshwa9483
@bayandakutshwa9483 13 күн бұрын
Great video and great book recommendation! I recently bought it as well as I venture into machine learning engineering 😄
@vladimirbosinceanu5778
@vladimirbosinceanu5778 10 күн бұрын
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!
@felixtechmedia
@felixtechmedia 12 күн бұрын
Just got the motivation I needed to go through my ML engineering learning journey 💪🏻
@mrdbourke
@mrdbourke 12 күн бұрын
You got this! 💪
@iganarendra
@iganarendra 10 күн бұрын
the most realistic one I found :v, keep up the good stuff mate!!
@lipe5331
@lipe5331 10 күн бұрын
This is so well edited
@choisanismine
@choisanismine 10 күн бұрын
u r such an inspiration daniel..waititng for pytorch 2.0 love ur vids
@ChukwudaluDumebi-Kachikwu
@ChukwudaluDumebi-Kachikwu 13 күн бұрын
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
@mrdbourke
@mrdbourke 11 күн бұрын
You got this! Being a machine learning engineer is all about being one with the data and keeping the data flywheel going.
@jakewong6305
@jakewong6305 13 күн бұрын
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!
@FazriGading
@FazriGading 8 күн бұрын
Thank you for sharing, Daniel! I wonder that I could be cool like you someday. Wish me luck on the future in Machine Learning Engineer. Cheers!
@mrdbourke
@mrdbourke 7 күн бұрын
You’ve got this Fazri! Keep matching learning legend!
@MUSTAPHAMomoh-iy8oz
@MUSTAPHAMomoh-iy8oz 11 күн бұрын
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.
@phuongbui4345
@phuongbui4345 8 күн бұрын
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.
@noorzaibchohan1200
@noorzaibchohan1200 9 күн бұрын
these guys are absolute genuis.
@Demonx99999
@Demonx99999 7 күн бұрын
I hope that one day I will have a hard-working and harmonious team. Good work !
@ali19231
@ali19231 9 күн бұрын
Love the authenticity. This is how KZfaq should be.
@shriharshbankapur9666
@shriharshbankapur9666 11 күн бұрын
Everything ik about ML is thanks to your courses!
@santiagoroldan3163
@santiagoroldan3163 7 күн бұрын
Daniel, thanks for the video! You could make a video about what it's like to create a startup, how to get customers and everything related to a startup.
@protokon842
@protokon842 11 күн бұрын
That was a neat little trick to leave the PSU outside the case on your deep learning PC. Simple, effective way to manage heat!
@MP-vh1sp
@MP-vh1sp 10 күн бұрын
Even if it is for promotion, it is a very refreshing "day in the life" !! Good work ! :)
@fact6360
@fact6360 8 күн бұрын
wonderful content !
@landcruiser29
@landcruiser29 9 күн бұрын
Nice screen saver 👍
@isramv74
@isramv74 11 күн бұрын
Love the story. Above all Josh comment at the end LOL. Keep the great work guys!
@mrdbourke
@mrdbourke 11 күн бұрын
Thank you! We really appreciate it.
@abdushakoor0099
@abdushakoor0099 9 күн бұрын
probably the best "a day in the life video" I've seen
@bruceskellator
@bruceskellator 12 күн бұрын
I learnt a lot from this video, thanks for uploading 🙏🏼
@mrdbourke
@mrdbourke 12 күн бұрын
Glad you enjoyed!
@esteban-alvino
@esteban-alvino 8 күн бұрын
I enjoyed this video, awesome.
@yoursubscriber2032
@yoursubscriber2032 13 күн бұрын
this video feels very authentic
@igmeMarcial
@igmeMarcial 6 күн бұрын
wOW THIS IS AMAZING!!
@OkyCapriatto
@OkyCapriatto 10 күн бұрын
Hey i'm really passionate about the details. Thanks for sharing from Colombia.
@lyhabc
@lyhabc 3 күн бұрын
deep learning,awesome!
@chiekenwanna-nzewunwa1773
@chiekenwanna-nzewunwa1773 12 күн бұрын
Great vlog👍🏾
@reizz4254
@reizz4254 9 күн бұрын
Sick video! 🤙🔥
@gustavojuantorena
@gustavojuantorena 4 күн бұрын
Best "A day in the life of ... " ever made!
@Andre-mi6fk
@Andre-mi6fk 2 күн бұрын
I would love to work with this guy. His energy and charisma will make projects so much more exciting even when thing are not going well. Genchi Genbutsu 🙏🏽
@roboai0601
@roboai0601 9 күн бұрын
I really like your video ❤
@muaazbayat4206
@muaazbayat4206 2 күн бұрын
love it!
@taku6157
@taku6157 11 күн бұрын
😂😂😂😂 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🤣🤣
@JuanPabloAboytes
@JuanPabloAboytes 11 күн бұрын
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