The 2025 Data Science & Machine Learning Courses Bundle

Core Theories in Data Science and Machine Learning

Machine learning is a branch of artificial intelligence (AI) and computer science that focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. You can develop the foundational skills you need to advance to building neural networks and creating more complex functions through the Python and R programming languages. Machine learning helps you stay ahead of new trends, technologies, and applications in this field.

 

This theoretical course is designed to provide a comprehensive understanding of the core principles and concepts behind data science and machine learning algorithms. It focuses on the foundational theories that underpin data science, machine learning, and deep learning, without delving into hands-on programming.

 

What you'll learn

• Access 21 lectures & 2 hours of content 24/7
• Learn about the fundamental theories & logic driving data science practices
• Understand the theoretical aspects of machine learning, including algorithms, models & their applications.
• Gain knowledge about deep learning concepts &how they extend traditional machine learning techniques
• Learn about data collection & preprocessing methods from a theoretical perspective
• Explore advanced topics including reinforcement learning & their theoretical underpinnings
• Know frameworks & models guiding data science practices

Who is this course for

• Individuals interested in understanding the theoretical foundations of data science and machine learning
• Students and professionals seeking a deeper grasp of algorithms and models used in data science
• Those who want to enhance their theoretical knowledge before applying practical skills
• Beginners who want a strong theoretical background before diving into hands-on projects
• Researchers and academics looking for a comprehensive overview of data science concepts and principles

Important Details

• Length of time users can access this course: lifetime
• Access options: desktop & mobile
• Redemption deadline: redeem your code within 30 days of purchase
• Experience level required: all levels
• Certificate of Completion ONLY
• Updates included
• Closed captioning NOT available 
• NOT downloadable for offline viewing 
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Requirements

• Basic knowledge of Python
• Be able to operate & install necessary software on your computer