Rules      FAQ       Register        Login
It is currently July 18th, 2025, 4:32 am

All times are UTC - 5 hours [ DST ]




Post new topic Reply to topic  [ 2 posts ] 
Author Message
 Post subject: Can deep learning models understand themselves? How?
PostPosted: January 11th, 2025, 5:24 am 
Movie Extra
Movie Extra

Joined: 13 June 2024
Posts: 7

Offline
Interpreting deep-learning models is often done using feature attribution. SHAP (SHapley Additional explanations) and LIME (Local Interpretable Model Agnostic Explainations), for example, can be used to determine the importance of individual input features in a model's predictions. Grad-CAM highlights areas in an image that are important for classification and provides a visual description for Data Science Course in Pune

Another option is to simplify the model. Deep Complex Learning Models can be approximated easily by simpler models. Surrogate models translate the rules of an original model into rules humans can understand without having to examine each neural connection.

It is important to understand the inner workings and applications of deep learning models. The attention visualization and layer-by-layer relevance propagation in transformer architecture models show how neurons prioritize input.

Despite the fact that techniques to improve our ability of interpreting data are useful, there remain some challenges. The interpretations may simplify complex phenomena, leading to a misunderstanding. Transparency can be sacrificed to model complexity and this limits the level of insight.

Combining multiple interpretation techniques in practice gives a holistic perspective on model behavior. This leads to better trust, fairness evaluation, and debugging. The research and application of interpretability is crucial as deep learning in sensitive areas such as healthcare and finance has become an important part of decision making.


Top
 Profile                  
 
 Post subject: Re: Can deep learning models understand themselves? How?
PostPosted: January 14th, 2025, 6:10 am 
Movie Extra
Movie Extra

Joined: 22 July 2024
Posts: 10

Offline
Deep learning models can analyze their predictions, but their “understanding” is limited by the algorithms. They are not self-aware, but rather use feedback to improve accuracy. This is optimization rather than true awareness.


Top
 Profile                  
 
Display posts from previous:  Sort by  
Post new topic Reply to topic  [ 2 posts ] 

All times are UTC - 5 hours [ DST ]




Who is online

Users browsing this forum: No registered users and 1 guest


You cannot post new topics in this forum
You cannot reply to topics in this forum
You cannot edit your posts in this forum
You cannot delete your posts in this forum
You cannot post attachments in this forum

Jump to:  




Powered by phpBB © 2000, 2002, 2005, 2007 phpBB Group
Boyz theme by Zarron Media 2003