You must have already heard the name of Artificial Intelligence, Machine Learning, which is a kind of technology through which we can make machines work like humans and they can do that work faster than humans. Because he is a machine. Today’s article What is Deep Learning? This is also related to these topics so if you are also interested about all these things then stay till the end.
Let us tell you that Deep Learning is a new technology which comes under Artificial Intelligence, Machine Learning, which technology is being used by more than one company in its products today. All of you must know about Alexa developed by Amazon company, Deep Learning has been used in it.
Artificial intelligence is very popular, through this, machines can be developed in such a way that they can act like humans, now machine learning also comes under artificial intelligence, through this technique, machines can also learn from their own experience. and can act accordingly.
Deep learning is also something that can enable machines to think and act like humans, nowadays with the help of this technique, machines can be made much more advanced, so let’s go deep without any delay. What is learning, start knowing the difference between machine learning and deep learning and all the information related to it.
What is Deep Learning
Machine Learning, which is a subset of Artificial Intelligence, is a branch, similarly Deep Learning is also a subset of Machine Learning, which is based on Artificial Neural Network. Mimics and tries to act like human brain.
Simply put, in the field of artificial intelligence, deep learning is a technique that teaches computers to process data like the human mind, deep learning models different types of data to get accurate results or to predict. For example, it can recognize Text, Audio, Images by itself, on the basis of which it works further.
To understand Deep Learning, we have to understand Artificial Intelligence and Machine Learning step by step because it is a part of it, Artificial Intelligence is a kind of technology Gives the ability to think and act like humans. But for this, while preparing the AI model, it had to be programmed, only then it would be able to work like humans.
Now the problem was that it took a lot of hard work and time to program such a model, this task was made easier by machine learning, in which there was no need to program the model properly, but now it was only correct i.e. Structured data. Could be trained on the basis that it could give the right output.
But as time changed and the number of data increased, in the same way there was a problem in machine learning that it could give output only on the basis of Structured Data, now it is difficult to find the right data from such large data and train machine learning from it. There was action, after which came deep learning.
Which can provide output by processing any kind of large Structured or Unstructured data, its model does not need to be trained beforehand, rather it can learn by processing the data and it can make its own mistakes like humans. Or even learn from experience.
How does Deep Learning work?
Our brain works with the help of Neurons, which process the data, in the same way, Artificial Neurons are also prepared in Deep Learning, with the help of which Deep Learning works, these Artificial Neurons are called Artificial Neural Network, which can process the data. processes. If the machine learning model predicts something wrong, then the programmer has to reprogram it himself.
But on the other hand, deep learning predicts something wrong, then it learns by itself, it does not require reprogram, it is understood in this way, where only in machine learning model, there is a need to manually tell the features of something. He learns by going, whereas this does not happen with Deep Learning, rather he can extract features through data and learn by himself.
Some Applications of Deep Learning
At present, deep learning is used in many fields, some examples of which are as follows: –
- Self-driving Cars: Self-driving cars have come in today’s time, which have the ability to drive the car on its own without any human driver, in which artificial intelligence contributes to the objects coming in the way. Detect it by itself and drive the car ahead accordingly.
- Language Translators: Google Translator is very good and most popular Language Translators, which is a very good example of Deep Learning and Natural Language Processing, it understands human language with the help of different means like Text, Audio, Image and translate it into another language. Converts accurately.
- Virtual Assistant: Nowadays, there are different types of virtual assistants like Google Assistant, Alexa, etc., which understand the languages of humans and perform further tasks accordingly, like if you tell them to call Seema, then they will come to your phone. From will call the person of Seema number. In this too, deep learning was used very well.