Now I think it would be great if Jay can make video on SHAP explanability and usage...hope you have time to accept this request.
@NishantKumar-mp9zg3 жыл бұрын
+1 I'll also be looking forward to it.
@arp_ai3 жыл бұрын
I'd certainly love to learn more about it at some point
@its_me73633 жыл бұрын
@@arp_ai will wait for your video for this topic
@ottunrasheed40762 жыл бұрын
Interesting content. I am looking forward to the paper reading videos
@prasadjayanti3 жыл бұрын
I am a data scientist & really appreciate your work ! Keep good work going !
@jeanpauldelamarre65833 жыл бұрын
Explainable AI is not only based on neural networks. Everyone wants to make neural networks explainable which is not the case by design. You also have to consider other types of models like rule based models (expert systems) or even probabilistic models which are explainable by design.
@metallica424253 жыл бұрын
Really appreciate these resources! Thanks for always explaining things so clearly!
@francistembo6503 жыл бұрын
Thanks man!
@kartavyabhatt78183 жыл бұрын
Thank you very much for the video. 9:57 yeah a dedicated video for each of the methods will be really great!
@juanpablopajaro9229 Жыл бұрын
Jay, I was exploring SHAP for explainable deep learning, and it didn´t work. The git mentioned an update in TensorFlow that conflicts with SHAP. What do you know about that?
@MeriJ-ze5dd3 жыл бұрын
Thanks Jay. Amazing video. I have a question though: why the pretraining in gpt-3 is called unsupervised learning?it works on labelled data, so I think it should be a supervised learning task.
@arp_ai3 жыл бұрын
It's better called self-supervised learning nowadays. It's unsupervised in the same way that word2vec is unsupervised -- it is not trained on an explicitly labeled dataset, but rather on on examples generated from free text.
@deepbayes68082 жыл бұрын
Why logistics or linear regression are considered interpretable? If you have 1000x of features, how can you interpret a non-sparse weight matrix?
@balapranav53643 жыл бұрын
Hi sir, Shap gives you the info same like feature importance results?
@arp_ai3 жыл бұрын
SHAP is a method of obtaining feature importance, yes.
@palomoshoeshoe89854 ай бұрын
Thank you so much for your contribution, i really appreciate it.
@sanjanasuresh5565 Жыл бұрын
Hello! Can you please make a video on interpretability of unsupervised ML models
@Ninaadiaries9 ай бұрын
Thanks for the information. It was helpful for me :)
@kokoko5690 Жыл бұрын
Thank you for ur video it's really well organized and easy to understand
@mpalaourg85972 жыл бұрын
Nice video! But even better the resources which were referenced! Thank you...
@TusharKale93 жыл бұрын
Very important topic covered in good details. Thank you
@TheSiddhartha2u3 жыл бұрын
Thank You for nice and easy information. I was looking for such information 👍
@muhammadomar95522 жыл бұрын
Thanks for knowledge sharing. Where decision trees lie in cheat sheet?
@sheldonsebastian72323 жыл бұрын
Found this channel via Linkedin post. It was a good find!
@camoha8313 Жыл бұрын
Thanks for this video (love the john coltrane )
@dev0nul1622 жыл бұрын
Thank you for what you have provided here! The links are providing tremendous added value to your videos.
@incase300710 ай бұрын
great video. highly informative !
@moustafa_shomer3 жыл бұрын
The example based part was kind of shallow, you didn't talk about how they figure out the specific flaws in the model
@arp_ai3 жыл бұрын
That tends to be a different problem which can either arise from model but potentially also from the dataset. The problem becomes more model debugging. XAI is one debugging tool, but there are many others, especially deep examinations of the data.
@mrunalinigarud11622 жыл бұрын
Best blog and guidance video for AI
@chathurijayaweera15903 жыл бұрын
Very informative and easily understandable. Thank you for making this video
@omyeues2 жыл бұрын
Very interesting ! Thank you for sharing
@raminbakhtiyari54293 жыл бұрын
just fascinating
@yastradamus3 жыл бұрын
that John Coltrane cover in the back though!
@abhilashsanap12073 жыл бұрын
Some day you should do a video about the background in your videos. Please.
@zabouhadi2140 Жыл бұрын
Thanks a lot. It was a great introduction and really helped me🙏🫀