Entries in the Category "machine"
Excerpt from Learn AI: Machine Learning and Deep Learning Online Courses
Below is an excerpt of an article published recently on OpenCourser about Artificial Intelligence, particularly in two branches, Machine Learning and Deep Learning. Follow the link to read the full article.
The first set of courses here are meant to help you establish a foundational understanding. Some of these courses, or collections of courses, may also cover advanced topics. No matter how advanced they get though, they’ll always start on the ground floor—these courses are designed for all learners, including those entirely new to AI.
- AI For Everyone from deeplearning.ai
- Deep Learning, a 5-course series from Andrew Ng and Deeplearning.ai
- Machine Learning from Stanford University
- Machine Learning, a 4-course series from University of Washington
- Become an AI and Machine Learning Specialist Part I, a 5-course series from LinkedIn Learning
- Machine Learning A-Z™: Hands-On Python & R In Data Science from Udemy
The next set of courses focus on introducing AI in context of specific tools, techniques, and applications. These courses lean heavily towards teaching practical "how-to” knowledge. Compare that to the first set of courses, which balance theory and science with practice.
We recommend taking these courses to extend existing knowledge or to ramp up quickly. If you’re looking to implement AI algorithms in a short amount of time, start with these courses.
- Advanced Machine Learning, a 7-course series from National Research University Higher School of Economics
- Become an AI and Machine Learning Specialist Part II, a 7-course series from LinkedIn Learning
- Deep Learning A-Z™: Hands-On Artificial Neural Networks from Udemy
- Introduction to Artificial Intelligence (AI) from Microsoft
- Advanced Data Science with IBM from IBM
Our last segment looks at online courses that focus on specific techniques powered by tools like Keras, PyTorch, TensorFlow, and Spark. These courses require prior knowledge of ML and DL and are designed with advanced learners and industry practitioners in mind.
We recommend these courses to deepen your expertise or to help prepare for a career in AI.
- Advance Your AI and Machine Learning Skills, a 5-course series from LinkedIn Learning
- Deep Learning Fundamentals with Keras from IBM
- Deep Learning with Python and PyTorch from IBM
- Deep Learning with Tensorflow from IBM
- Deep Learning with Keras from Udemy
- Zero to Deep Learning™ with Python and Keras from Udemy
- Caffe2: Getting Started from Pluralsight
- Modern Deep Learning in Python from Udemy
- Advanced Machine Learning with TensorFlow on Google Cloud Platform from Google Cloud
- Distributed Machine Learning with Apache Spark from Berkeley
- Big Data Applications: Machine Learning at Scale from Yandex