+ 2
What should be learning plan for artificial intelligence?
What should be learning plan for artificial intelligence?
3 ответов
+ 5
First define AI!
It is a collection of algorithms no matter which language.
Additionally we have machine learning, big data, cv...
In general python is a good entry.
Soon go to bfs, dfs and other algorithms.
pandas for data analysis,
tensorflow,
theory for neural networks,
Q
...
but be independent from languages and put a stress on concepts, algorithms, statistics abd machine learning.
+ 4
AI is the combination of machine learning and deep learning that enables the systems to learn from the patterns.
What do you need to learn for Artificial Intelligence as a beginner?
1. Programming language(Python or Julia, but Python is preferred).
2. Statistics, probability, Linear algebra, Calculus, discrete maths.
3. Machine learning algorithms
4. Case studies of Machine learning.
5. Natural language processing.
6. Time-series.
7. Deep learning with Tensorflow and Keras.
8. Case studies of deep learning.
9. Computer vision(Not mandatory).
+ 3
Sololearn has some pretty good material. For what its worth, I started off with Jake VanderPlas, followed along with his notebooks, his code, etc. I created a collection of useful links around his book "Python Data Science Handbook", and other things that I have used to produce something of value, I have been updating as I go. Jose Portilla is another professional with quality content.
Keep in mind I am not a web developer. 🙃
https://code.sololearn.com/W2aoWafi1Ty6/?ref=app