Getting Started with Deep Learning

•

Getting Started with Deep Learning 🧠 • If you're already comfortable in Machine Learning and want to start with deep learning here's a rough outline. • The resources mentioned need no testimony and I refer them myself. ↓

• Start with Andrew Ng's neural networks lectures. These are available in Andrew Ng's Machine learning playlist. • The course is available on Coursera and also can be found on YouTube. coursera.org/learn/machine-learning

• These notes go along with those lectures. drive.google.com/file/d/1AKl74Nw-oMJm40uqorxDJZK0rCLPpoCx/view?usp=sharing

• Understanding Backpropagation's working along with its maths is very important & satisfying to get an intuitive understanding of neural networks. • The only video series that I found perfect for understanding it including maths is this by DeepLizard youtube.com/watch?v=XE3krf3CQls&t=58s

• These notes go along with the above backpropagation video. hashbanger.gumroad.com/l/peltOg • You can also check out other videos in the playlist regarding deep learning.

• Then you can move on to the DeepLearning Specialization course by Andrew Ng. • It's really comprehensive with some hands-on scratch code practice as well. coursera.org/specializations/deep-learning?utm_source=deeplearningai&utm_medium=institutions&utm_campaign=WebsiteCoursesDLSTopButton

• Another great course for deep learning that wasn't there when I started is from MIT. • It's really well made and can be found here: youtube.com/watch?v=njKP3FqW3Sk&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI&index=2

• A list of great books that you must refer to for a better and more practical understanding. 1. Deep Learning with Python (Second Edition) amazon.com/Learning-Python-Second-Fran%C3%A7ois-Chollet/dp/1617296864/ref=sr_1_1?crid=3FTKCVUI5NC02&keywords=deep+learning+with+python&qid=1642750494&sprefix=deep+learning+with+python%2Caps%2C371&sr=8-1

2. AI and Machine Learning for Coders amazon.com/Machine-Learning-Coders-Programmers-Intelligence/dp/1492078190/ref=sr_1_1?keywords=ai+and+machine+learning+for+coders&qid=1642750891&s=books&sprefix=AI+and+machine+learning+%2Cstripbooks-intl-ship%2C329&sr=1-1

3. The Deep learning Book (Online Book) deeplearningbook.org/

4. Deep Learning from Scratch amazon.com/Deep-Learning-Scratch-Building-Principles/dp/1492041416/ref=sr_1_1?keywords=deep+learning+from+scratch&qid=1642750848&s=books&sprefix=deep+learning+from+scra%2Cstripbooks%2C362&sr=1-1

• In the end, practicing and implementing the concepts learned is what will make you better at it. • So make sure you apply the things you learn.

Any suggestions or comments are welcome. Thanks!