Grasp Deep Learning, and Bust into AI
Trainer: Toby Ng
Introduction
Setting up a Deep Learning Environment with Keras. Let’s look at a concrete example of a neural network that uses the Python library Keras to learn to classify handwritten digits. Deep learning is an exciting subfield at the cutting edge of machine learning and artificial intelligence. Deep learning has led to major breakthroughs in exciting subjects just such computer vision, audio processing, and even self-driving cars. In this guide, we’ll be reviewing the essential stack of Python deep learning libraries.
This repo consists of all my work for this field of expertise. All the code base, quiz questions, screenshot, and images, are taken from, unless described, Deep Studying Specialty area on Courséra.
Whát I want to state
VERBOSE Content material Caution: YOU CAN Leap TO THE NEXT Area IF YOU DesireAs á CS main pupil and a Iong-time self-táught learner, I possess completed numerous CS related MOOCs on Courséra, Udacity, Udemy, ánd Edx. I perform recognize the hard period you invest on knowing new concepts and debugging your system. There are discussion discussion boards on most MOOC platforms, however, actually a query with comprehensive description may need some period to end up being answered. Here I released these solutions, which are usuallyjust for your benchmark purpose. It may help you to save some period. And I hope you put on't duplicate any component of the program code (the development assignments are usually fairly easy if you study the instructions meticulously), see the test options before you begin your own journey. This training course is nearly the simplest deep learning training course I possess ever taken, but the simpleness is centered on the fabulous course content material and structure. It's a prize provided by deeplearning.ai team.
Currently, this repo has 3 major components you may end up being fascinated in and I will provide a listing here.
Programming Assignments
Program 1: Sensory Networks and Heavy Understanding
Training course 2: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
Program 3: Structuring Machine Learning Tasks
- Generally there is definitely no PA for this program. But this course comes with quite interesting situation study quizzes.
Training course 4: Convolutional Sensory Networks
Course 5: Series Versions
Quiz Options
There are usually problems that some individuals may make use of the content here to rapidly star the course so I'll no more revise any test option.
- Training course 1: Neural Networks and Heavy Understanding
- Training course 2: Improving Heavy Neural Networks: Hyperparameter tuning, Regularization and Optimization
- Training course 3: Structuring Machine Learning Projects