4 Week Online Deep Learning Bootcamp
Learn Deep Learning Techniques From Scratch
27 Tutorials
0 Exercises
Beginner Level
100% Online
Self-paced
Our Alumni Work At
About this course
Contributors & Instructors
What you will learn?
Course Content
1. Guidelines
2
Guidelines
Getting Started with Bootcamp
2. Module 1: Introduction to Deep Learning, Neural Network
5
Introduction to Deep Learning & its application
Recorded Session: Introduction to Neural Networks & its working
Learning Unit (Session Slide): Introduction to Neural Networks & its working
Setting Up of TensorFlow
Introduction to tf.Keras and Tensors
3. Module 2: Neural Network for Regression and Multi-Layer Perceptron
3
Recorded Session: Neural Networks for Regression Problems & Hyperparameter tuning
Learning Unit (Session Slide): Neural Networks for Regression
Notebook (Session) - Neural Networks for Regression & Hyperparameter Tuning
4. Module 3: Neural networks for classification problems
3
Binary Classification & Neural Networks
Introduction to Neural Networks for Classification
Notebooks & Other Resources for Neural Networks for Classification
5. Module 4: Optimizing a Neural Network
4
Recorded Session: Dive Deep into Vanilla Neural Networks
Learning Unit (Session Slides & Notebook) - Dive Deep into Vanilla Neural Networks
Optimizing a Neural Network Part 1
Optimizing a Neural Network Part 2
6. Module 5: Digital Image Processing
3
Computer Vision & OpenCV
Digital Image Processing
Notebook on Digital Image Processing
7. Module 6: Convolutional Neural Networks (CNN)
3
CNN, Transfer Learning & Data Augmentation
Recorded Session: Convolutional Neural Networks (CNN) Essentials
CNN Essentials (Notebooks & Session Slides)
8. Module 7: Generative Adversarial Network (GAN)
2
Introduction to Generative Modeling & GANs
Notebook: Introduction to Generative Modeling & GANs
9. Assignments
2
Assignment Schedule & Instructions
Assignments Platform
