Deep Learning Crash Course for Beginners

Learn the fundamental concepts and terminology of Deep Learning, a sub-branch of Machine Learning. This course is designed for absolute beginners with no experience in programming. You will learn the key ideas behind deep learning without any code.

You'll learn about Neural Networks, Machine Learning constructs like Supervised, Unsupervised and Reinforcement Learning, the various types of Neural Network architectures, and more.

⭐️ Course Contents ⭐️
⌨️ (0:00) Introduction
⌨️ (1:18) What is Deep Learning
⌨️ (5:25) Introduction to Neural Networks
⌨️ (6:12) How do Neural Networks LEARN?
⌨️ (12:06) Core terminologies used in Deep Learning
⌨️ (12:11) Activation Functions
⌨️ (22:36) Loss Functions
⌨️ (23:42) Optimizers
⌨️ (30:10) Parameters vs Hyperparameters
⌨️ (32:03) Epochs, Batches & Iterations
⌨️ (34:24) Conclusion to Terminologies
⌨️ (35:18) Introduction to Learning
⌨️ (35:34) Supervised Learning
⌨️ (40:21) Unsupervised Learning
⌨️ (43:38) Reinforcement Learning
⌨️ (46:25) Regularization
⌨️ (51:25) Introduction to Neural Network Architectures
⌨️ (51:37) Fully-Connected Feedforward Neural Nets
⌨️ (54:05) Recurrent Neural Nets
⌨️ (1:04:40) Convolutional Neural Nets
⌨️ (1:08:07) Introduction to the 5 Steps to EVERY Deep Learning Model
⌨️ (1:08:23) 1. Gathering Data
⌨️ (1:11:27) 2. Preprocessing the Data
⌨️ (1:19:05) 3. Training your Model
⌨️ (1:19:33) 4. Evaluating your Model
⌨️ (1:19:55) 5. Optimizing your Model's Accuracy
⌨️ (1:25:15) Conclusion to the Course

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[mobasshirbhuiyanshagor]

For absolute beginners, go through this course 2-3 times, try to note important terms, topics, and processes, and then take every topic and go deep sequentially. I am happy that you have such a great mentor like him now. Best wishes all.

[sumitlahiri]

Short and crisp overview of deep learning with cool intuitions. This is the only video that I will recommend to anyone who wants to start with deep learning and even machine learning in general.

[beowulf]

This is honest to god a great lecture and perfect for introducing deep learning! I hope there’s another video in the future that shows some light programming.

[balintpinter]

I watched a lots of deep learning tuturials before this, some of them were even twice as long as this and yet this explained the best and the most. Thank you for the awesome tutorial without ads for free. You are a hero.

[robertoramos]

After watching a lot of tutorials or courses about deep learning, i can truly say this is probably the best! Everything organized and clear. Congratulations, it will help us a lot! Thank you

[saagarregmi]

This is a way better introduction than a University's Introduction to Deep Learning Course for beginners. While the university assumes some ML and computer science background before starting DL courses, this video is for complete beginners. I appreciate it!

[kdpba]

OK, finally someone that understands how to teach this. Excellent pace and details.

[Snair]

This was such a great refresher course. Everything I needed to recollect and on point. Great job and thank you!

[miguelcorreia]

Excellent introduction to the topic. Great slides, great explanation, right pace. Really good.

[yankomirov]

Just when I need it the most! What a great timing!

[scottterry]

Great job! As a FYI, when I used to teach, by the time I got to ANN's, I'd already covered statistical modeling. So it was always an "a-ha!" moment when I'd ask the class if they remembered the sigmoid function from before ... and that all the sigmoid functions acted like mini logistic regression models.

[kabhishek]

these are the things exactly one want to know to do a project based on deep learning.

[abnerober]

This is so deep and didactic at the same time! Thanks a lot for putting the effort to produce the video!

[nadaabdelhamid-jubh]

I can't believe this material is published on YouTube for free. Best course I have taken on YouTube

[akashjain]

This is gold! Brilliant job done by you guys.

[priyankasuresh]

Thank you, this is one of the best deep learning tutorials for beginners

[anchalrani]

I needed just this course a perfect one for revising all concepts in short time. Great work. Thank you.

[mipmap]

Wow, You almost covered everything need to know about DL. great work.

[samanthamenezes]

Gud goin Jason ! Great content....Keep adding more Looking forward.

[karlobobiles]

Solid video! Easy to understand. Thank you 🙏