Recipe
publicShareStar

Attention Mechanism

Collaborators
Reviewers
Total time needed: ~2 hours
Learning Objectives
, a neural attention mechanism equips a neural network with the ability to focus on a subset of its inputs (or features): it selects specific inputs.
Potential Use Cases
The introduction of the Attention Mechanism in deep learning has improved the success of various models in recent years, and continues to be an omnipresent component in state-of-the-art models. Therefore, it is vital that we pay Attention to Attention and how it goes about achieving its effectiveness.
Target Audience
INTERMEDIATE
Go through the following annotated items in order:
VIDEO 1. Introduction to RNN
  • What is RNN?
10 minutes
LIBRARY 2. RNN from scratch
  • How to implement RNN in python from scratch?
20 minutes
ARTICLE 3. What is NLP?
  • What is Natural Language Processing (NLP)?
20 minutes
VIDEO 4. Attention model
  • What is attention model and what is the math behind it?
10 minutes
ARTICLE 5. How does attention model work?
  • How does attention model work?
10 minutes
LIBRARY 6. How to implement attention model in python using Keras
  • How to implement attention model in python using Keras?
30 minutes

Concepts Covered

Stop searching alone.
Start building together.

Build applications based on AI Research, Engineering, and Product Development that people actually want to use
 

Adjust the levels below to see how we can help you.

Features just for you!

FreeApplied research live sessions
FreeAccess to community Slack workspace and social events
PaidFacilitate live discussion sessions
PaidGuided video creation experience to showcase your capstone project
FreeMLOps video live sessions
PaidHands-on MLOps video series
PaidAI products development video series
PaidGuided application building

What can I do here?

We help AI developers implement and productionize their work. We believe in collaborative learning to make AI more consumable and accessible.

Learn collaboratively &

plug into the network

Learn about the latest research in the field of your choice

Learn how to

Implement & deploy models

Learn how to

build products
To see further details of the above items, please sign up or sign in first.

Ready to get ahead?

Come with your ambitions, and let us super charge your efforts! Through personalized learning experiences, we will help you achieve your goals.

 

Find anything you like?

With an account, you can follow the topics you're interested in, and get notified about new content!

 

Our Users in Numbers!

Role

Highest Degree of Education

What That Degree Is In

Some of Our Stream Owners!

Interact with Our Experts!

testimonial icon
"Best Environment to discuss theory and implementation of the latest in machine learning and to continuously learn."

Susan S.

Data Scientist

testimonial icon
"Unlike other workshops, this experience included designing more than just machine-learning models. Full end-to-end AI solutions including MLOps was a necessary part of the Capstone. It was incredible to be able to conceptualize, design and build an AI product which resulted in attracting real investors."

Edward J.

Product Manager

testimonial icon
"I had a hard time keeping up with the latest in machine learning, let alone understanding and applying those concepts, until I found this community."

Emily W.

MSc Student

testimonial icon
"Hands-on and practical exposure to deep learning while working with experts from industry and brilliant members is something that I was missing before finding this platform."

Werner C.

Data Scientist

testimonial icon
"Best Environment to discuss theory and implementation of the latest in machine learning and to continuously learn."

Susan S.

Data Scientist

testimonial icon
"Unlike other workshops, this experience included designing more than just machine-learning models. Full end-to-end AI solutions including MLOps was a necessary part of the Capstone. It was incredible to be able to conceptualize, design and build an AI product which resulted in attracting real investors."

Edward J.

Product Manager

testimonial icon
"I had a hard time keeping up with the latest in machine learning, let alone understanding and applying those concepts, until I found this community."

Emily W.

MSc Student

testimonial icon
"Hands-on and practical exposure to deep learning while working with experts from industry and brilliant members is something that I was missing before finding this platform."

Werner C.

Data Scientist

testimonial icon
"Best Environment to discuss theory and implementation of the latest in machine learning and to continuously learn."

Susan S.

Data Scientist

testimonial icon
"Unlike other workshops, this experience included designing more than just machine-learning models. Full end-to-end AI solutions including MLOps was a necessary part of the Capstone. It was incredible to be able to conceptualize, design and build an AI product which resulted in attracting real investors."

Edward J.

Product Manager