Open Source Face Analysis with Python

In this tutorial we go over how to use DeepFace. Deepface is a lightweight face recognition and facial attribute analysis (age, gender, emotion and race) framework for python. Hope you learn something new!
Timeline:
00:00 Intro
00:45 Setup
03:21 Face Detection
06:18 Face Verification
10:11 Face Recognition
11:39 Facial Attribute Analysis
12:24 Streaming API
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#python #datascience #facedetection

[@sefiks]

Hey 👋 I'm the creator of DeepFace. Thank you for sharing this to the community 🙏

[@EssaAlshammri]

thank you for putting all of those together :)

[@mignacio79]

Maybe my question is very naive, but is it possible to train this model to use this tool with the find option to detect animal species? Either in an online camera or from drones or camera traps? Thank you very much for this development.

[@rex-up9ln]

Managed to bypass using a 2d photo. Its extremely finicky

[@Jipzorowns]

I don't comment much on your video's and in general. Though, I've watched many of your video's and streams and learned so darn much from you. Thank you so much, Rob! Wishing you and your channel all the best in 2023. Again, thanks!

[@robmulla]

Thanks so much for commenting! Its great to know there are people like you out there learning from these videos. It encourages me to keep making them.

[@niealex4299]

look forward to more content.. love all the content in your channel.. really praticale in a way demotrate the power of AI/ python... and great eye opener as what AI is capable of

[@Infinitay]

I’ve been following DeepFace for a while. Thanks for covering it. I’ve been interested in FD and FR and DeepFace made using SOTA models much easier.

[@robmulla]

Glad it was helpful! Having a single package that works with all the SOTA model is super handy.

[@ruanwannenburg5471]

Great video. Thanks Rob!

[@robmulla]

Thanks for watching Ruan, hope you learned something new.

[@dataflex4440]

Best Channel for data Science Period!.

[@robmulla]

I appreciate that you think so!

[@textpower3050]

Thanks for this video. I was confused by all the different models but after watching this video I have a much better understanding now. Is it possible to download the whole final script? I would love to try it out on my machine. Thanks again you are the best.

[@tsaashik8048]

great job keep grinding👌👌

[@TheShox79]

Well done! Thank you!

[@robmulla]

Glad it was helpful!

[@henkhbit5748]

Great, thanks for sharing Rob. For similarity detection, did u try lowering the threshold or use a different function instead of the cosine function for comparing with and without glasses?

[@robmulla]

Thanks for watching Henk. I didn't try much other than using the defaults but those are definately parameters that you can try and adjusting to see if the results are better for you.

[@GPHReviews]

Hey rob, I am getting the type as list for result 12:20, but as u r using keys to index, how u got the dict in return from deep face ? Thankyou

[@robmulla]

Thanks for the feedback. It's been some time since I created the video. It's possible the api has changed. You can check the github repo to see if they've made major changes and let me know. Hope that helps.

[@xpinchx]

Do you think you'll ever do an MBA? (Market basket analysis) e.g. what e-commerce stores use to group "other people also bought..." lists. I've followed along with a few other text-based tutorials and haven't been able to implement a solution using my own dataset.

[@robmulla]

Great question. I’m not familiar with that so I doubt it. But I might look into it because it sounds really interesting

[@xpinchx]

@@robmulla you're the best, thanks for considering!

[@phattruong7472]

Hello Rob Mulla, I wonder if you could share some courses data beginner should take, especially about statistics, maths, and machine learning courses. Thanks a lot.

[@robmulla]

There are a lot out there. Check udamy or edx. Or just watch KZbin and streams!

[@PapiJack]

Does anyone know what loss functions these backends are using. Or could you point me to them? I'm new to computeer vision. Thanks.

[@jdmeyer05]

Where did you get that T-shirt?

[@irfanjaafar3570]

VGG-Face is pretty slow, I would recoment using SFace if anyone want a faster recognition. Great video

[@robmulla]

Hey thanks for the comment. I’ll check VGG Face out.

[@phattruong7472]

Could you make video review the laptop you're using and give us any advice on choosing the laptop for data science? Thanks in advance.

[@robmulla]

My laptop is nothing special actually, but I really like my desktop that I built myself with custom parts.

[@resresres1]

I'd like to request a video. Can you make a video on reducing .exe file size (either with one file or one directory) when converting .py to .exe? With it being more in depth than simply a generic, "use a clean virtual environment and pyinstaller" and with using some of the popular libraries like pandas/numpy/etc. It's honestly extremely difficult to get any good information regarding this and there are not really any good tutorials on accomplishing this on how to create the smallest exe.

[@robmulla]

Hmm. Good suggestion. I don’t know much about exe files but I can try to learn and will let you know.

[@rathgrams]

Do data scientists only use ipynb and not py files?

[@muskanadwani8111]

I am getting output of facial analysis as type "list" instead of "dictionary" pls help me

[@syahrulmaulanaw6965]

Hi Rob, do you think people can land a job as a data analyst or data scientist without data science degree? I'm currently pursuing my Electrical Engineering degree (Control system eng) but got interested in data science field :)

[@robmulla]

Great question. I think that working to build up a resume showing your skills in data science is important. Kaggle, projects on github, etc. But also if you are in school try seeing if minoring in computer science is an option. IMO if you have a technical degree like EE it will be helpful to land a job even if it's not specifically in CS/data science. Just my experience though.

[@syahrulmaulanaw6965]

@@robmulla thanks for the advice Rob. Actually my degree itself is close to CS in some topics (since i take the concentration in CSE), thats why I have a thought to take the data science more serious. But, Im gonna think about what you've said, cheers

[@user-ld5dn3fv4m]

Hello. You don't have video streaming data. I think it will be good if you shoot a video on the topic of streaming data in pandas with a binance stream. Next, we use any model on streaming data.

[@robmulla]

Thanks for the suggestion. That's a good idea. I don't know much about streaming data yet, but I think it could potentially make a really interesting video.

[@SamsungJ-hi5gb]

Can you make video tutorial about implementation of DeepFace using Raspberry Pi for Door Lock? Thanks Mr.Rob.

[@SamsungJ-hi5gb]

I'm from indonesia

[@robmulla]

Hey! That’s a very specific request. I can’t guarantee I will make that video but hopefully my videos will help you get started!

[@r3yjt]

Is it also for Mac?

[@neeraj.kumar.1]

Please make a video on ANPR using Yolo.

[@robmulla]

Thanks for posting! I might do something like that but I think there are already some pretty good videos on youtube about it.

[@neeraj.kumar.1]

@@robmulla I think you can explain it in more better way.

[@tatelangdon4809]

Hi, I followed ur tutorial to instal and use deepfake, everything else worked perfectly, however for the streaming about, it just outputs db path not detected, am not a professional, can anyone just explain what does that mean, and like how to I fix it?? thanks!!

[@sidarth404]

Can you pls make video on " speech to text and back to speech instantly" with gtts free neural voice.

[@robmulla]

Oh, that would be a good video. I have one on speed to text using OpenAI whisper: kzbin.info/www/bejne/fpO8ZmSji7Clmac I don't have anything on text to speech yet though. Maybe in the future.

[@bagusandrewijaya]

how to make deepface.find result as json response?

[@zac_vaughn]

To be fair... You do genuinely look like two different people in those images.

[@us30legendfx15]

how can i import the pictures using googlecollab ?

[@robmulla]

You could upload them or try linking to your google drive?

[@user-in7bf1fq4r]

great video! Can you please share the code?

[@robmulla]

Hey! I’ll try to find it and post. Thanks for watching.

[@raczyk]

Can DeepFace do race recognition?

[@macemastalerz]

How can we give this information to a conversational ai?

[@robmulla]

You can do anything you want with the outputs, but I'm not sure the best way to feed it to an AI would be. Copy/pase the results :D ChatGPT is only accessable via the browser right now.

[@ThatWeirdKiidOnYT]

The key to defeating the state sponsored state of the art facial tracking is..Glasses

[@CaribouDataScience]

Wow! I never would guess that you were of Asian decent?

[@robmulla]

Haha. I'm half Indian so technically it's not wrong.

[@RAZZKIRAN]

please share the code

[@robmulla]

I believe most of the code was taken directly from the DeepFace docs.

[@benkhemismarwen2431]

its unlucky that the accuracy of face recognition is nothing near what big company achieved.

[@robmulla]

Yes, but they can be improved!