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Practical Deep Learning for Coders 2022

fast.ai

41–50 of 86 posts

Re: Practical Deep Learning for Coders 2022

#41
post #3

Hi folks - I'm the creator/teacher of this course. I'd be happy to answer any questions that you have about the course, learning deep learning in general, or the state of deep learning in 2022.

Hello Jeremy do you have any specific advice on tackling ASR using fast.ai?

Re: Practical Deep Learning for Coders 2022

#42

what is/will be the state of deep learning in 2022 or next 3-5 years? you hear/read so many news/articles in HN about decline of DL. Is that so?

I mean, just looking at OpenAI and Deepmind, they have relatively recently released break-through models for which building upon and extending can be done in relatively straightforward ways (DALLE 2, GPT-3, AlphaFold, OpenAI Codex, ...etc), so I don't think DL will "decline" any time soon ...

Re: Practical Deep Learning for Coders 2022

#43
post #3

Hi folks - I'm the creator/teacher of this course. I'd be happy to answer any questions that you have about the course, learning deep learning in general, or the state of deep learning in 2022.

As someone who much prefers reading over watching videos, do you think I would miss much by just going through the book in the github repo? Or are those notebooks mainly supplemental to the videos.

Re: Practical Deep Learning for Coders 2022

#44
post #40

Earlier quoted context omitted.

I deleted an earlier, angrier comment of mine. Can you explain this last sentence (which I understand to be insulting and without basis): > Howard is great with one problem: he kinda hates math. It might also seem that he ends up promoting anti-intellectualism.

He says repeatedly "You don't need math", and stuff like that. This is not insulting. That man is my hero, and I deeply respect him. But his 2019/20 course was riddled with such statements. He repeatedly said that one doesn't need math, and showed tools like drawing math symbols on a website to learn their names and ride on that. No further math needed. It's like you can wing it in Deep Learning without learning Math…

I think you completely misunderstand his stance.

You don't need the math in the beginning to train a model and get first results. Later, you will need the math and Jeremy clearly knows the math.

He gives a great example: In sports, you don't start with learning about physiology and train individual muscles etc. (I paraphrase), you start playing basketball or baseball or soccer, and understand the overall game. And if you like it, you can then become better and better and get deeper and deeper.

It's not helpful to start with linear algebra if - what motivated you - was the application of ML. We lose people who could have otherwise become experts later.

Re: Practical Deep Learning for Coders 2022

#45
post #40

Earlier quoted context omitted.

He says repeatedly "You don't need math", and stuff like that. This is not insulting. That man is my hero, and I deeply respect him. But his 2019/20 course was riddled with such statements. He repeatedly said that one doesn't need math, and showed tools like drawing math symbols on a website to learn their names and ride on that. No further math needed. It's like you can wing it in Deep Learning without learning Math…

I think you completely misunderstand his stance. You don't need the math in the beginning to train a model and get first results. Later, you will need the math and Jeremy clearly knows the math. He gives a great example: In sports, you don't start with learning about physiology and train individual muscles etc. (I paraphrase), you start playing basketball or baseball or soccer, and understand the overall game. And if…

It is far from anti-intellectualism. It is about didactics. And Jeremy is spot on about this.

Re: Practical Deep Learning for Coders 2022

#46

what is/will be the state of deep learning in 2022 or next 3-5 years? you hear/read so many news/articles in HN about decline of DL. Is that so?

That's like saying "watch the decline of C++" while using javascript What does javascript run on?

Most ML advancements will use DL at the core in interesting ways.

Re: Practical Deep Learning for Coders 2022

#47
I am so grateful the FastAI team exists. It wasn't until I discovered their "Machine Learning for Coders" course that I really started to grok ML. I was in grad school trying to pivot my career from finance to data science. I didn't come from a computer science / math background and things just weren't clicking for me. I remember feeling angry, embarrassed, dumb, and overall that I wasn't smart enough to learn this stuff -- I was incredibly discouraged and felt that I didn't belong there. I was lucky enough to stumble across one of the course videos on YouTube (thanks recommendation algorithm!), and the rest is history.

The amazing thing about these courses is how simple Jeremy (and team) are able to make machine learning. I didn't need to understand python dependency management in order to learn how to train an really good image classifier. Their approach helped me have lots of little wins, gave me confidence, and helped build the motivation to slog through the harder stuff when I needed to.

From the bottom of my heart, thank you @jph00. You changed my life immeasurably for the better. I learned that I AM good enough, I AM smart enough, and I CAN do hard things... I just had to find the right way to learn them. Your courses completely changed my perspective on what was possible for me and opened the door to some of my life's greatest passions.

Re: Practical Deep Learning for Coders 2022

#48
post #40

Earlier quoted context omitted.

I deleted an earlier, angrier comment of mine. Can you explain this last sentence (which I understand to be insulting and without basis): > Howard is great with one problem: he kinda hates math. It might also seem that he ends up promoting anti-intellectualism.

He says repeatedly "You don't need math", and stuff like that. This is not insulting. That man is my hero, and I deeply respect him. But his 2019/20 course was riddled with such statements. He repeatedly said that one doesn't need math, and showed tools like drawing math symbols on a website to learn their names and ride on that. No further math needed. It's like you can wing it in Deep Learning without learning Math…

Can you please provide some resources you used to learn?

Re: Practical Deep Learning for Coders 2022

#49

I am so grateful the FastAI team exists. It wasn't until I discovered their "Machine Learning for Coders" course that I really started to grok ML. I was in grad school trying to pivot my career from finance to data science. I didn't come from a computer science / math background and things just weren't clicking for me. I remember feeling angry, embarrassed, dumb, and overall that I wasn't smart enough to learn this s…

No post body was provided.

Re: Practical Deep Learning for Coders 2022

#50
post #3

Hi folks - I'm the creator/teacher of this course. I'd be happy to answer any questions that you have about the course, learning deep learning in general, or the state of deep learning in 2022.

Hey Jeremy, i just want to say that I love your course and the way you teach. I refer everyone to the Fast AI in my YouTube videos on getting started with machine learning. Please keep up the great work!
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