finished ML projects look super dope, but the work to get there is unsexy

Really appreciate the authenticity of this channel. I wish everyone gave such honest insight into what the process is _actually_ like.

Bro, you’re wonderful. Keep doing what you do. Your content is great. I love that you actually like to understand what you’re implementing in your projects.

behind every video of yours there is a story. i like that.

gg, project based understanding is my cup of tea.

man finally some new vid! Keep it up bro!!

I've been doing neural net frameworks and deeplearning longer than you have programmed lol. I'm impressed with the amount you have learned and done in such a short while.

That's really amazing that by your 9th month you're already doing these cool projects. Im also at my 9th month but have just lost most of my creative energy because of so much math and stat I had to learn. Can you put up a video explaining how a person can start thier first *cool* project. Because it just feels like there so much to understand and learn both syntax and math wise before getting my hands dirty

You inspire me a lot and I want to start something like you....

I'm so impressed by this, dude. You're going to go far!

I love your videos. They're really inspiring.

watching from zimbabwe..good video bro

Loved this video! We need more taking about your process videos!

Thanks for sharing your process transparently, instead of glamorous superficial bs. I think this will help a lot people in their journey, including myself. However, I have an assumption that having a low-level understanding of AI and ML is an absolute requirement in order to make a project that actually works. But it is known that ML has long history which goes all the way to the 1800s, so how does one progress correctly instead of wondering around all of the "Random" concepts?

You've brought up some good points about learning. Thank you for the inspiration Will!

thank you! Your AI Learning story is inspirational!

Thank you for the blog post and your explanations, it's such a good resource

Projects are dope🔥 I've just started learning ML looking forward for more such videos.

You finally started to blink and move, you are not staring into my soul anymore.

Thanks for sharing with us, I like your style!

Very high quality content, thx

Great video, I'm also in a machine learning journey and like to do a lot of different projects

Many Thanks for sharing your amazing video with us Will!! Any chance you start making with us End-to-End tutorials for AI\ML projects. Thanks in Advance!

Can you please please please do a tutorial of how you remaked billie's voice with ai? 😟

Great insights and good luck in the competition!

enjoy your youtube videos and thought it would be good to have you on our MLOps meetup sometime as you are documenting your journey extensively to becoming an ML engineer and there are many in our MLOps community that are on the same path.

"I was always very interested but I never paid attention to this subject." Jokes aside, about the intro this is very interesting to live through your experience of learning this stuff. Okay back to jokes, carykh is the most stereotypically gaysian sounding guy on earth, and I love him too.

wow...thanks for sharing your experiences...it is so insightful and inspiring...

Great video 👏🏾

Nice video as always, keep it up man!

I can see what you're doing LOL. all these videos are going to be used in your documentary after you do something great.

it's the first video of yours i've watched :) good luck with interviews ~~~~~~~~~~~~~

Thank you for sharing !

computer stuff: use lots and lots of hours to get something what somebody awesome has done. get disappointed. create mashup of all funny glitches along the way. -> boom, everyone likes it, positive feeling, forget sweat and tears. movies: do same stuff. put glitches in short video after credits. not as funny.

Do those crazy equations and formulas still scare you?

AI generated cursive? I think it could be cool.

Thanks for making this video! Subbed :)

Dude can you make coding videos that just show you coding over the shoulder?

Make some videos on how you are preparing for your machine learning interviews.

2:52 haha that's good 3:57 lmao that game learning AI is cool, wonder if it's still about lots of training vs. "inference"

Hope you'll make a little more vids again. Kinda love them

Could you share with us how your ML Interview went and how the ML interview itself different from average software developer interview ?

Wow, you look like Stormshadow

Cool chair, I have that one too!

Awesome...

hey will , how did you go about the maths of machine learning

The more I try to learn about ML, the more I realise that I am not particularly smart. I am still struggling with python data wrangling, slicing and dicing data to clean it up, and all the different python libraries. And I am not so good with the linear algebra, calculus, statistics and probability theory to really understand the ML theory. I can get bywith basic scikit Learn and Keras examples and books, but many of my ML experiments fail outside of the tutorial exercises. I feel there is a lot of ML hype on the real robustness and performance of ML algorithms.

I've started studying AI 2 weeks ago, and I legit can't understand the coding parts... I somewhat understand the theory but coding is another matter ;_;

You're inspiring

Great video!

not using https though!

You should just post more, i didnt understand nothing pf what you said but would have loved to see more of tge process 😳

Cool stories bro :-p Btw if u in London again getting word out for an impromptu meetup / hack with your british subs would be so cool 😎 Groups can’t be bigger than 6 at a time here atm though 😬

BUMP!! Where is the update for the hosting business you started? Would love to hear more, the good, the bad!

All are fancy stuff . If started with those simple but fundamental stuff back in 90's , you will have a more creative and sophisticated concept . Just like you can get great inspiration from those music and movies back decades ago .

Hi, I saw some Artificial Intelligence videos learning to play some games. And all these algorithms seem to learn on their own based on trial and error. But I think this is wrong, or incomplete. When a child wants to play a game, that child will look for information that will allow him to get the best performance, hidden codes, punches with more power etc. So when these Artificial Intelligence programs start to search the Internet for information on how to play that game, I believe the learning process will be much more efficient. Because children don't learn a new power just by pressing buttons at random, they also have contact with other people who play the same, or even a similar game. In that Mortal Combat game, for example, there is no justification for Artificial Intelligence to perform the finishing blow or brutality, as this is an option that depends on the player's personality. In fact, it is unnecessary to carry out a brutality coup. But a child wants to demonstrate to another person that he is capable of performing a more complex coup than necessary, just for exhibitionism. I believe that when an Artificial Intelligence reaches this level, SkyNet will be working hehehe. I thought the videos were very good, and the veracity and transparency of the comments made on the videos are very good. Congratulations and thanks for sharing.

If you don’t have a firm grasp on linear algebra, diff eq, and discrete math you’re just learning ML frameworks and tools built by people with an actual understand of the maths behind it. You can’t be an expert if your maths foundations are shaky

my universe expands another fold whenever ai comes in.

Wow! How did you make that dance project in Unity? Can you please share a bit details 😀

Keep this up

How much stuff did you do in just 9 months ?! That's crazy !

This video was super insightful! Did you use django/flask to deploy your ml models?

LEARNING AI? like learning human?

It sounds like me talking when you talk. Are you me? Also, wav2lip does awesome lip syncs 😀

Convince me that you do not need to be a researcher to be an actual ML engineer. Also, what are the metrics to measure a good Data/ML/AI Engineer vs a bad one. Is it that a good engineer is measured by resources, like the data you have, the GPU's you use? It seems to me that it's not a trivial thing and that's why I haven't touch any ML.

Nice. What hardware are you training on and have you tried transformers?

At 7:15 you said there were many concepts you only understand superficially, and that project based learning is much better. The way I see it its the complete opposite: most of the tutorials out there are project based and they teach in such a way that you can rewrite the whole project, but you never truly understand what it is youre doing. Ive taken many courses with good reputation and im so frustrated about this practical approach that I wish I could go to university to learn WTH im doing. So I fail to understand how you can say project based learning is better when you don't have the theoretical basics. What am i missing here?

What products do you make to make money? Are you still relying on that game server product?

Well done with that Billie video

Share your setupp

Good stuff

I have a small question. if you want yo be a cutting edge software engineer in 2020. should you take the AI track. I mean building and training models and deploying them with enterprise projects?

I got an ad for .tech remain at the start of the video lol

7:14 andrew jing

Kaggle or projects, which one is better?

Where can I find all this Information?

Hey Will, do you know of any project-based online AI/ML courses? I want to start going down this path of Compsci and have been trying to look into online courses that are projected based. Free or not, I am open to them.. thanks

whats your age will ?

Great 😊

1:49 used what to create faces?

What settings are you using on your Snowball? I have been having trouble getting it to sound better.

Yo bro, do you experience your mac heating as devil with this monitors connected?

can you tell me the roadmap to learn ML ? , plzz

Here's a new hobby: 3D Printing : )

can we start learning ml after python

nice

Hey, is your website down?

3:30 Is that Bar Salsa in London?

can you send the resources that you used?

Bro which language you are using in AI?

you just casually mention having watched the reinforcement learning videos by David Silver and you read the text book. This would take me ages. It is complex AF

What's are your pc's specs?

My man sounds like nilered

COUPON CODE: willkwan

Human eyeNbrain AI, ill let you take it from there

Is that Joshua Fluke?

see the idea of AI is siiiiq but actually trolling through data and cleaning it up is traaash

People are so inconsiderate flashing text for seconds, not giving a viewer to read it before changing scene. I mean, you pretend you can read it, be cause you’ve seen the text as an editor, sure

How old are you Will?

Learned AI but never knew how backpropagation and gradient descent works LOL. Study properly kid.