Advanced Deep Learning
Micro-DegreeOnline

Advanced Deep Learning

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Program Details

  • Language: English
  • Fees: €900
  • Study Mode: Full-time / Part-time
  • Registration Deadline: 30th June 2027
  • Entry requirements:
    • High school diploma or equivalent
    • Basic computer literacy
    • English Level B1 (CEFR) or equivalent

Study Access

Pay for one quarter and have access to the learning materials for 6 months, with the option to extend access if needed.

Program Coordinator

Prof. Dr. Haojin Yang
Prof. Dr. Haojin Yang

About This Course

This course introduces the foundations and evolution of neural network architectures, from early neural networks and CNNs to Transformers, large language models, and AI agent systems. It focuses on efficient deep learning, including model compression, acceleration, and deployment on resource-constrained and edge devices, and presents practical applications of efficient AI in real-world scenarios.

Program Outcomes

Students understand how modern AI architectures evolved and how they are adapted for efficient and scalable deployment. They gain insight into methods for reducing model complexity while maintaining performance and learn how AI systems are brought from the cloud to edge devices and agent-based systems.

Learning Objectives

  • Understand the fundamentals of artificial neural networks and the evolution of deep learning architecture.
  • Explain key techniques for efficient deep learning, including pruning, quantization, distillation, compact model design etc.
  • Understand principles of edge AI, label-efficient learning, and unsupervised methods.
  • Describe the foundations of large language models and emerging AI agent systems.
  • Explain the foundations of AI agent systems, including tool use, memory, planning, and multi-agent collaboration.

Requirements

Students should have prior knowledge of basic machine learning concepts, proficiency in Python, and familiarity with foundational deep learning techniques. Experience with frameworks like TensorFlow or PyTorch is recommended but not required.

General Information

  • Teaching Format: Pre-recorded video lectures with ungraded weekly self-tests and graded weekly homework assignments, concluded by a final exam (90 minutes, multiple choice / multiple answer). All content is in English.
  • Total Workload Master: 125h (40h/85h) / 5 ECTS
  • Total Workload MBA: 100h (40h/60h) / 4 ECTS
  • Total Workload Micro Degree: 125h (40h/85h) / Equivalent to 5 ECTS
  • Module Instructor: Prof. Dr. Haojin Yang
  • Examinations: Quizzes, presentation(s), essay(s)/paper(s), project report(s), written exam (tbd) - Details will be announced with course start.
  • Offered: Odd quarters

Frequently Asked Questions

German UDS offers a range of cutting-edge digital programs in MBA, Master’s Programs and Micro-Degree Programs. Please refer to our University’s Study program page for further details.

Micro-Degree Programs:
- No specific requirements
Master’s Programs:
- Bachelor’s degree in a relevant field with a minimum grade of 2.5 (German system) or equivalent
- English: Minimum B2
Additional requirements may apply (e.g., work experience for MBA & M.A. programs). Visit our admissions page for full details.

For our study programs you can apply as follows:

  • Micro-Degree Programs:
    Micro-Degree programs can be booked directly on our Micro-Degree page. Simply browse our available Micro-Degrees and enroll immediately without any application process.
  • MBA and Master’s Programs:
    01 Register/Login
    Begin by creating an account.
    After creating a new account, you’ll receive an email with a verification link. Click the link to verify your email address before proceeding.
    If you already have an account, simply log in to continue.
    02 Start Your Application
    After filling out the form, be sure to check your email. You will receive a message from us containing a direct link to start your application.
    Go to the “Start your Application!” and begin your application journey.
    Note: This option becomes available only after completing the registration and login.

MBA programs: €7,500 per year
Master’s programs: €7,500 per year
Micro-Degrees: €900 per program
For full details, visit the official admissions page.

Reliable high-speed internet connection
Computer (Windows or Mac) with webcam and microphone

Student life at German UDS is designed for maximum flexibility, enabling learners to study anytime, anywhere, and at their own pace. Whether enrolling in a free course or a full degree program, students have full access to online course materials and complete assignments within set deadlines, making it easy to balance education with personal and professional commitments. In addition to academic flexibility, students also enjoy a vibrant virtual campus experience through COVE – our Campus of Virtual Education. COVE provides an immersive digital environment where students can hang out in virtual spaces like the cafeteria, lounge, or library. It’s a place to connect, chat, and build friendships beyond the classroom. Regular online events, social gatherings, and themed meetups offer students opportunities to network, collaborate, and be part of a supportive international community.