Have you ever thought about learning about artificial intelligence and its different uses? In today’s rapidly developing world, you should always try to keep up to date with all innovations in order not to miss out on something important. Learning about AI via practical experience will be extremely helpful. And if you have already found tutorials, then we congratulate you, as they will come in handy in the process.
Top AI Tutorials for Beginners
There are different types of tutorials depending on your level of knowledge in the subject matter. As a beginner in AI, it is important for you to know what resources you can use. Here they are:
As you know, the Python programming language is actively used in AI development. Two of the most popular libraries for building AI models include PyTorch and TensorFlow. Coursera and Udemy offer a number of courses where you can learn about Python programming and AI development. For instance, Machine Learning from Coursera, taught by Andrew Ng, will be a great choice for a beginner.
Another great resource is Codecademy which provides interactive coding lessons and exercises. Its AI and Machine Learning course will teach you the basics of AI development, including such processes as data preprocessing, model training, and model evaluation. Another great tool for learning about machine learning and deep learning is Google’s Machine Learning Crash Course.
Top AI Tutorials for Intermediate Learners
In case you have already mastered some of the basics of AI, you may proceed to more advanced levels of learning. You should definitely check out the following tutorials:
One of the best resources to help you learn about computer vision and deep learning is Stanford University’s CS231n. This tutorial will cover the basics of convolutional neural networks, like image classification, object detection, and segmentation. Also, Fast.ai’s Practical Deep Learning for Coders is a very helpful resource that provides details about deep learning and its applications.
A great platform for machine learning competitions and education is Kaggle which features a lot of datasets and challenges for participants. One of the best tutorials here is Machine Learning 101. Furthermore, you may check out Google’s AutoML which offers tools and services for building and deploying AI models.
Top AI Tutorials for Advanced Learners
There is also plenty of advanced tutorials that will help you advance in your skills. Here they are:
Deep learning is a truly interesting field involving creating complicated AI models based on neural networks. Deep learning.ai is a perfect tutorial for you where you will be able to learn about this topic, covering the basics of convolutional neural networks, recurrent neural networks, and even generative adversarial networks.
Moreover, Stanford University’s CS224d tutorial is dedicated to natural language processing and deep learning. It covers such basics of natural language processing as text classification, sentiment analysis, and machine translation. Besides, you should take a look at Google’s NLP as a resource offering different tools and services for building and deploying NLP models.
Top AI Tutorials for Specific Industries
Since AI is actively used in different industries and fields nowadays, you can find tutorials dedicated to learning more about it. Check out the following ones:
Healthcare seems to be one of the most interesting areas for application of AI in different ways including medical imaging, disease diagnostics, etc. In this regard, Stanford University’s CS230 Deep Learning for Computer Vision tutorial will be quite helpful. Google Healthcare AI also provides you with different tools and services for developing models in healthcare.
In addition, you can pay attention to finance which has numerous applications of AI as well. As for particular tasks, they might include risk management, portfolio optimization, and trading, among others. Therefore, Stanford University’s CS224 Natural Language Processing with Deep Learning tutorial will be helpful in the process. Google Finance AI will also come in handy.
Top AI Tutorials for Specific Tools and Technologies
In addition to industry-related topics and fields, AI tutorials can also relate to particular tools and technologies. Here are the best ones for specific resources:
If you are interested in learning more about TensorFlow – one of the most popular libraries for building AI models, you should definitely use TensorFlow.org resources. Moreover, Machine Learning Crash Course tutorial available on this website will come in handy for learning about machine learning and deep learning on TensorFlow.
Also, PyTorch is worth mentioning as it is another very popular library. In this regard, PyTorch.org is a great place to find resources that will teach you more about this topic.
Conclusion
Learning about AI and applying your knowledge will bring a lot of benefits. Hopefully, you’ve got acquainted with different AI tutorials for beginners, intermediate learners, advanced experts, specific industries, and particular tools.
