Essential Techniques for Deep Learning to avoid Overfitting

[sumankanukollu]

Title of the talk

Essential Techniques for Deep Learning to avoid Overfitting

Description

In deep learning, overfitting is a common problem that can hinder the performance and generalisation of models. To address this issue, deep learning practitioners use a variety of techniques to regularize their models, including dropout, data augmentation, early stopping, L1 and L2 regularization, and batch normalization.

In this talk, we will explore the essential techniques for avoiding overfitting in deep learning, and discuss their benefits and limitations.

By the end of this session, participants will have a solid understanding of the essential techniques for avoiding overfitting in deep learning, and will be able to apply these techniques to their own projects and research.

What format do you have in mind for your talk?

Talk

Table of contents

Some potential questions to explore during the session include:

1. What is overfitting, and how does it affect the performance and generalization of deep learning models?
2. How does dropout work, and what are some best practices for using it effectively?
3. What are some common data augmentation techniques, and how can they help improve the performance and generalization of models?
4. What is early stopping, and how can it be used to prevent overfitting during training?
5. How do L1 and L2 regularization work, and how do they differ from each other?
6. What is batch normalization, and how can it help prevent overfitting in deep learning models?
7. How do these techniques fit into the broader landscape of deep learning regularization, and what are some emerging trends and challenges in this area?

What domain would you say your talk falls under?

Data Science & Machine Learning

Duration in minutes (including Q&A)

60

Prerequisites

• Technical requirements: Familiarity with deep learning concepts
• Target audience: Deep learning practitioners and researchers seeking to improve model performance and generalisation, Above Intermediate level.

Speaker bio

https://www.linkedin.com/in/suman-kanukollu/

The talk/workshop speaker agrees to

• Share the slides, code snippets and other material used during the talk

• If the talk is recorded, you grant the permission to release
  the video on BangPyper's YouTube
  channel
  under CC-BY-4.0
  license

• Not do any hiring pitches during the talk and follow the Code
  of
  Conduct

[anistark]

Hi @sumankanukollu
Are you based out of Bangalore or do you need to travel?
If you can travel, would you be available to present this month 20th morning?
We're also designing a poster this time as an experiment. Would you be open to sharing your pic to be put up on the poster?

[sumankanukollu]

Hi Ani, Sorry I won't be available during that time. I will be in Hyderabad, to meet our executives. Regards, Suman Kanukollu Mobile No.: +91 9703049427 https://www.linkedin.com/in/suman-kanukollu

…

On Mon, May 8, 2023 at 5:48 PM Ani ***@***.***> wrote: Hi @sumankanukollu <https://github.com/sumankanukollu> Are you based out of Bangalore or do you need to travel? If you can travel, would you be available to present this month 20th morning? We're also designing a poster this time as an experiment. Would you be open to sharing your pic to be put up on the poster? — Reply to this email directly, view it on GitHub <#4 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AMLFCM3IG5Z5RPE4SFKGW4DXFDQBVANCNFSM6AAAAAAXLY5WJU> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[anistark]

Hi @sumankanukollu
Are you willing to present this in July meetup?

[sumankanukollu]

Hi, Thanks for your mail. I recently relocated to Hyderabad. So I can present this virtually, if possible. Regards, Suman Kanukollu Mobile No.: +91 9703049427 https://www.linkedin.com/in/suman-kanukollu

…

On Tue, Jul 4, 2023 at 2:00 PM Ani ***@***.***> wrote: Hi @sumankanukollu <https://github.com/sumankanukollu> Are you willing to present this in July meetup? — Reply to this email directly, view it on GitHub <#4 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AMLFCM3ZWBSTFW5TF5HSRNDXOPICPANCNFSM6AAAAAAXLY5WJU> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[anistark]

This one's a physical meetup unfortunately. If we do virtual event, will reach out. Thanks.

[sumankanukollu]

No worries, thanks for the heads up! Regards, Suman Kanukollu Mobile No.: +91 9703049427 https://www.linkedin.com/in/suman-kanukollu

…

On Wed, Jul 5, 2023 at 4:04 PM Ani ***@***.***> wrote: This one's a physical meetup unfortunately. If we do virtual event, will reach out. Thanks. — Reply to this email directly, view it on GitHub <#4 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AMLFCM7OOBI43KKUSLI4N4TXOU7LZANCNFSM6AAAAAAXLY5WJU> . You are receiving this because you were mentioned.Message ID: ***@***.***>