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Advanced AI and Machine Learning Techniques and Capstone
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Advanced AI and Machine Learning Techniques and Capstone

Master AI & ML with transfer learning, federated learning, and ensembles. Build ethical, scalable systems with a capstone.

Course Cost

Free course

Intermediate

Skill Level

30 Hours

Self-paced lessons

This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Microsoft AI & ML Engineering Professional Certificate program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.

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What you'll learn

  • Implement advanced ML techniques such as ensemble methods and transfer learning

  • Design and optimize scalable AI systems for high-performance scenarios

  • Apply ethical frameworks to AI development ensuring responsible implementation

  • Develop privacy-preserving ML solutions using federated learning and differential privacy

  • Build and evaluate generative AI models for various applications

  • Create a comprehensive AI solution addressing real-world business problems

Skills you'll gain

Advanced ML Techniques
Transfer Learning
Federated Learning
Ensemble Methods
Generative AI
Ethical AI
Scalable ML Systems
Distributed Computing
Neurosymbolic AI
Microsoft Azure

This course includes:

32 Hours PreRecorded video

31 assignments

Access on Mobile, Tablet, Desktop

FullTime access

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Certificate

Get a Completion Certificate

Share your certificate with prospective employers and your professional network on LinkedIn.

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PROVIDED BY

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Top companies offer this course to their employees

Top companies provide this course to enhance their employees' skills, ensuring they excel in handling complex projects and drive organizational success.

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There are 4 modules in this course

This comprehensive course explores advanced AI and machine learning techniques culminating in a real-world capstone project. Students will master cutting-edge methodologies including transfer learning, federated learning, ensemble methods, and generative AI models. The curriculum covers ethical considerations in AI development, emphasizing responsible implementation practices and explainable AI frameworks. Students learn to design scalable AI/ML systems using distributed computing, data sharding, and parallel processing. The final module addresses professional aspects of AI/ML engineering in corporate environments, including strategic decision-making, cost-performance optimization, and stakeholder communication. Throughout the course, hands-on assignments and practical activities reinforce theoretical concepts, preparing students for advanced roles in AI and machine learning engineering.

Advanced ML techniques

Module 1 · 10 Hours to complete

Ethical considerations in AI/ML

Module 2 · 5 Hours to complete

Scalable AI/ML systems

Module 3 · 7 Hours to complete

AI/ML engineering and advanced techniques: The concepts in practice

Module 4 · 8 Hours to complete

Fee Structure

Reviews

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Advanced AI and Machine Learning Techniques and Capstone

Intermediate

Skill Level

30 Hours

Self-paced lessons

Course Cost

Free course

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.