Description
Artificial Intelligence Masterclass with Python: 1. This course offers a structured and rigorous learning path for those interested in AI. The course starts with a deep and comprehensive understanding of the mathematical foundations and programming principles with Python, and gradually moves on to advanced AI concepts. The course is designed for a wide range of learners, including engineers, developers, and data analysts, as well as those with no prior background. The content is presented in a step-by-step, fully practical format, with clear mathematical explanations alongside Python implementations that allow for hands-on implementation, modification, and learning. All the basic building blocks of modern AI are covered in this course. You’ll work with real code, solve problems visually, and understand why each method works, not just how to use it. This course uses tools like Python, PyTorch, Julia, and Colab notebooks, and with a rigorous and technical approach, ensures that you gain a real, foundational understanding of AI.
What you will learn
- Basic Mathematics of Artificial Intelligence: Understand the fundamental mathematics behind artificial intelligence, including linear algebra, probability, and optimization.
- Building Machine Learning Models: Build and train machine learning models from scratch using Python and PyTorch.
- Development of Deep Learning Systems: Development of deep learning systems such as CNNs, RNNs, Transformers and Autoencoders with real codes.
- Reinforcement Learning Algorithms: Implementing reinforcement learning algorithms including SARSA, Q-learning, PPO, and A3C in interactive environments.
- Improving model performance: Using techniques such as PCA, regularization, and cross-validation to improve model performance.
- Advanced Topics: Explore advanced topics such as Graph Neural Networks, Bayesian Methods, and Meta-Learning with practical examples.
This course is suitable for people who:
- Students, engineers, developers, or professionals who want to gain a thorough understanding of AI from the ground up.
- People who want to learn how AI systems work, how to implement them properly, and how to start building from scratch instead of using pre-built tools.
- Those looking for a course that explains not only the “how” but also the “why” and doesn’t skip over math or code.
Artificial Intelligence Masterclass with Python course details: 1
- Publisher: Udemy
- Instructor: Advancedor Academy
- Training level: Beginner to advanced
- Training duration: 18 hours and 37 minutes
- Number of lessons: 91
Course topics
Prerequisites for the Artificial Intelligence Masterclass with Python course: 1
- No prior background in AI is required.
- Basic programming knowledge helps, but there’s an optional Python section at the beginning for anyone who needs it.
- You’ll need a computer that can run Python and a stable internet connection to follow along with the tools and notebooks.
Course images
Sample course video
Installation Guide
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Subtitles: None
Quality: 1080p
Download link
File(s) password: www.downloadly.ir
File size
4.08 GB
