Deep Learning Fundamentals

R1 680.00

Deep Learning is at the heart of some of the most sophisticated AI tools being developed today, like Computer Vision, Natural Language Processing and Generative AI. In this Aspire journey you will learn what Deep Learning is, how neural networks can be implemented, trained and tuned using TensorFlow and how to perform regression and classification tasks using Deep Learning.

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Online books Digital learning
Clock Start anytime
Calendar Months course access
Computer Skillsoft LMS access
Teacher and student Online Skillsoft mentor
Certificate Certified by College SA

Course fee

Cost: R1 680.00

DepositR420.00

Monthly instalments: R420.00 x 3

Duration: You will have Skillsoft access to this course for 12 months. The average time required to work through the syllabus is:

  • 3 courses (1h 25m) / 7 labs (7h) / 5 others (4h 25m)
  • Optional additional resources are available to enhance your learning in your own time.

About the course

Course code: C01356

Course overview:

  • Track 1: Deep Learning Foundations
  • Track 2: Implementing Neural Networks in TensorFlow
  • Track 3: Regression and Classification with Neural Networks
  • Track 4: Image Classification with Neural Networks
  • Track 5: Deep Learning Applications

Modules and topics covered:

Track 1: Deep Learning Foundations

  • Deep Learning Math
  • Perceptron

Track 2: Implementing Neural Networks in TensorFlow

  • Implementing Neural Networks
  • Hyperparameter Tuning in Neural Networks

Track 3: Regression and Classification with Neural Networks

  • Regression vs Classification
  • Classification Neural Networks

Track 4: Image Classification with Neural Networks

  • Image Classification

Track 5: Deep Learning Applications

  • Common Applications Of Deep Learning

Admission requirements

Academic grade: No minimum school pass requirements or formal prerequisites.

Language: Proficiency in English (course material and support only available in English).

Expertise level: Beginner

Equipment: Access to a PC or laptop with a reliable internet connection.

Effort: Self-paced learning online.

Accreditation status

Course type: Short course

Industry partner: Skillsoft

Certification: Certificate confirming course completion.

Certification issued by: College SA

Assessment details

Each track concludes with a final internal exam that will test your knowledge and application of the topics presented throughout that specific track.

There are no external certification exams for this course.

What to expect

Dedicated support team

We understand that students may require guidance and support to navigate the learning journey, and our Client Services team is always ready to assist them in every possible way. Our team is readily available during office hours and can be contacted via email, phone, WhatsApp and social media.

Skillsoft Learner Management System (LMS) access

Skillsoft is an online learning management system that offers all students enrolled for any of our IT Academy courses compelling content, interactive videos, quizzes, mentoring and practical simulations/virtual labs. The platform allows students to learn at their own pace.

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*Selected IT classes at the Bellville campus (Cape Town) only