Friday, July 31, 2020

Deep Learning | What is Deep Learning | Neural Network | Machine Learning | Artificial Intelligence | Books

July 31, 2020 5 Comments

What is Deep Learning?

Deep Learning is a broader concept of machine learning. Deep learning is basically learning from the real life world with the help of neural network and giving appropriate output at present time.

Neural network can be called as the brain where all the data is present. Neural network is connection between millions of raw data that is been used for deep learning process. It is very similar to the machine learning in some functions as both are used to learn from the real life world.

One main advantage in deep learning is that it does not require any specific information for learning , in-fact it generates the features for the object and give the appropriate output. Whereas in machine learning, the features are inserted for a specific object. That is the reason that machine learning are not used for complex problems, instead deep learning is used.

Why we need Deep Learning?

In this fast growing world, we have a lots of objects which contain a lots of data which does complex jobs. Here complex jobs are referred to the work which requires a huge amount of data. This complex data needs to be analysed and interpreted for the desired output.

But the machine learning as uses small objects whose features are already present. So to overcome this problem deep learning is used.

It can handle a huge amount of data and does not require the features to be present. Deep learning is so capable that it generates the features of the object and give the appropriate output. So it is the one of the important features of Artificial Intelligence.

Must read Books for Deep Learning

Deep Learning (Adaptive Computation and Machine Learning series)

Deep Learning with Python

Hands-On Deep Learning Algorithms with Python: Master deep learning algorithms with extensive math by implementing them using TensorFlow

Neural Networks and Deep Learning: A Textbook

Useful Applications of Deep Learning

Self driving cars: Deep learning algorithms are used in identifying objects so that car can make appropriate decisions while driving.
Language Processing : Deep learning helps in language translation in multiple languages.
Medical : Deep learning helps doctors to find tumor for cancer like cells and its spread in body.
Uber : It also helps in analyzing and displaying the suitable route and required time for the destination. on the basis of previous data from same destination.