Artificial intelligence learning experience
I have been learning artificial intelligence for almost a year, and I have many experiences to share with you. Artificial intelligence, English is Artificial Intelligence, AI for short. Artificial intelligence, first proposed by the famous computer scientist Turing in the 1950s, is the famous "Turing Test." In recent years, with the development of deep learning, artificial intelligence has been used in all walks of life. Therefore, some people call artificial intelligence the fourth technological revolution, which will bring earth-shaking changes to people's lives.
How does artificial intelligence learn?
1. The foundation of AI is data, which is to mine, train and apply data. Therefore, the foundation of the foundation is mathematics, and you have to master advanced mathematics, linear algebra, probability theory and mathematical statistics.
2. Learn Python language. Python has been very popular in recent years, and many people have learned it. Even elementary schools in some areas also offer this course. Why does Python become popular quickly? First of all, the amount of code for Python programming is less than 1/5 that of Java, which is simple and easy to learn. Secondly, Python is powerful in the fields of writing crawlers, game development, automated operation and maintenance, machine learning and artificial intelligence. Finally, Python has a rich and powerful library, such as Flask and Django for front-end development, tkInter for graphical interface, numpy for matrix calculation, matplotlib for drawing, and so on.
3. Learn all kinds of machine learning and algorithm models. This mainly includes supervised learning and unsupervised learning. Supervised learning includes: linear regression, logistic regression, random forest, SVM, decision tree, etc. Unsupervised learning includes: clustering, KMeans, DBscan, etc.
4. Deep learning can be said to be the essence of AI. The main popular frameworks for deep learning are: Tensorflow, Caffe, MXNet, Keras, Pytorch, etc.
I think self-study is still very strenuous and the effect is not necessarily good. It is best to have a teacher to guide, otherwise the progress is very slow. You can learn from the teaching video first, read the practical exercises, and do some specific projects.
In the future, we will post AI-related articles from time to time so that we can make progress together on the way of learning AI! Please pay attention, please advise!