Get Hands-on Experience with Deep Learning
By the end of this class you will gain hands-on experience with deep learning and be familiar with all major topics in deep learning. You will be able to handle real-world problems with deep learning solutions.
This class are for those with no background in deep learning, or with some background but want to gain more systematic training in deep learning.
What you get from this course:
The classes will happen on Sunday 1:30pm-4:30pm, with lecture, lab and Q&A session
Location: Mountain View, CA (specific locations will be emailed when you sign up)
1. Overview of Machine Learning Basics
2. Introduction to Neural Networks and Deep learning
3. Introduction to Convolutional Neural Networks (CNN) and image processing
4. Advanced CNN, including ResNet
5. NLP and Word2Vec
6. Recurrent Neural Networks and an application
7. LSTM (advanced RNN) and an NLP application
8. Attention model (including transformer)
9. Reinforcement learning and its applications
10. Deep Reinforcement Learning and an application
11. Advanced topics
12. Project presentation and Review
Students are formed into project teams, with 2-3 people in each team. You can ask questions with all other students in our student center.
To find out more about this class, contact firstname.lastname@example.org
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