Computer Science • Series
Intro to AI: Hands-On Exploration with Neural Networks, GANs, CNNs, and More
Next session on Nov 17, 2024
BL
AK
Aashrita K
Series Details
About
This course is beginner friendly
Week 1: Intro to Neural Networks
Week 2: Training Neural Networks
Week 3: Intro to GANs
Week 4: Creating with GANs
Week 5: Intro to CNNs
Week 6: CNN Applications
Week 7: Intro to RNNs & Transformers
Week 8: Applications of RNNs & Transformers
Week 9: Final Project
✋ ATTENDANCE POLICY
You will be withdrawn from the series if you have more than 2 unexcused absences in a row. Please message the tutor in advance for any absences!
Dates
November 10 - December 22
Learners
1 / 50
Total Sessions
7
About the Tutor
BL
AK
High Schooler in California
View Aashrita K's Profile
Upcoming Sessions
6
17
Nov
AI
Session 2
Artificial Intelligence
Week 2: Training Neural Networks
Focus on training basics (backpropagation, gradient descent)
Activity: Adjust model parameters to observe learning.
24
Nov
AI
Session 3
Artificial Intelligence
Week 3: Intro to GANs
Learn GAN basics (generators and discriminators)
Activity: Experiment with a pre-built GAN model.
1
Dec
AI
Session 4
Artificial Intelligence
Week 4: Creating with GANs
Explore GAN applications and ethics
Activity: Generate custom images; discuss ethical considerations.
8
Dec
AI
Session 5
Artificial Intelligence
Week 5: Intro to CNNs
Understand CNN layers and feature extraction
Activity: Build a simple CNN for image recognition.
15
Dec
AI
Session 6
Artificial Intelligence
Week 6: CNN Applications
Explore CNN applications in real-world tasks
Activity: Classify images; discuss use cases.
22
Dec
AI
Session 7
Artificial Intelligence
Week 8: Applications of RNNs & Transformers
Apply to language tasks (translation, sentiment analysis)
Activity: Experiment with a pre-trained Transformer model.
Past Sessions
1
10
Nov
AI
Session 1
Artificial Intelligence
Week 1: Intro to Neural Networks
Overview of basic concepts (perceptrons, layers)
Activity: Build a simple neural network.