Because of the popularity of AI in recent years, I also came up with the idea of learning artificial intelligence, and I studied the learning route a little, so I will share it here for reference.
I often heard other bigwigs say that they participated in the Alibaba Cloud Tianchi Competition, as a practice in the direction of artificial intelligence, and then I went to the official website of Alibaba Cloud Tianchi to take a look, and I found this AI learning route, and I personally feel that it is still very comprehensive, but I prefer to go to station b to find tutorials to learn related courses.
python：
Not much to say about this, the tool language needs to be used, and there are many excellent open-source AI frameworks at present.
Data analysis:
Data analysis libraries such as numpy, pandas, and matplotlib all need to be learned, and artificial intelligence needs to process a large amount of data, and these tools must be mastered.
Fundamentals of Mathematics:
Linear algebra: mainly involves vector and matrix operations, and is used to process high-dimensional data.
Calculus: Understanding of optimization algorithms and the basics of gradient calculations.
Probability Theory and Statistics: Common applications such as Bayesian networks are needed to understand and build probabilistic models.
Machine Learning:
Supervised learning: Algorithms such as logistic regression, decision trees, support vector machines, random forests, neural networks, etc.
Unsupervised learning: Algorithms such as cluster analysis, autoencoders, and generative adversarial networks.
Others such as semi-supervised learning, reinforcement learning, and transfer learning.
Deep learning
In the next learning stage after machine learning, some deep learning frameworks such as TensorFlow and PyTorch need to be mastered at least, which are the tools needed to implement complex neural network structures and train models.
Some other application directions, such as computer vision, natural language processing, and speech recognition, can be selected according to your actual situation.
Artificial intelligence