8293  Reviews star_rate star_rate star_rate star_rate star_half

AI Computer Vision

This AI Computer Vision course gives attendees a deep understanding of computer vision concepts, techniques, and applications. The course covers everything from image processing fundamentals and...

Read More
By Request
Contact Us For Pricing
Duration 3 days
Course Code WA3519
Available Formats Classroom

Overview

This AI Computer Vision course gives attendees a deep understanding of computer vision concepts, techniques, and applications. The course covers everything from image processing fundamentals and feature extraction to advanced deep learning architectures and object detection. Participants gain hands-on experience implementing computer vision algorithms and building end-to-end applications using popular frameworks and libraries.

Skills Gained

  • Understand the fundamental concepts and techniques in computer vision, including image processing, feature extraction, and image classification with Deep Learning
  • Implement advanced deep learning architectures for computer vision tasks, such as CNNs, R-CNNs
  • Apply transfer learning and fine-tuning techniques to build accurate and efficient computer vision models
  • Design and implement end-to-end computer vision applications for real-world use cases, such as autonomous vehicles and facial recognition systems

Prerequisites

  • Strong programming skills in Python and familiarity with machine learning concepts
  • Pandas, NumPy, scikit-learn
  • Basic understanding of linear algebra recommended (vectors)
  • Foundations of machine learning - classification, regression, clustering, etc
  • Feature engineering, feature selection, data pre-processing for ML
  • Model metrics and evaluation - MSE, R-squared, Precision, Recall, etc

Course Details

Outline

Introduction to Computer Vision

  • Overview of computer vision and its applications
  • Digital image fundamentals and representation
  • Image processing techniques (e.g., filtering, enhancement, and restoration)

Feature Extraction and Image Classification

  • Traditional feature extraction techniques (e.g., SIFT, SURF, and HOG)
  • Bag-of-words model and feature aggregation techniques
  • Classic image classification algorithms (e.g., SVM and k-NN)

Deep Learning for Computer Vision

  • Introduction to convolutional neural networks (CNNs)
  • Popular CNN architectures (e.g., LeNet, AlexNet, VGGNet, and ResNet)
  • Transfer learning and fine-tuning techniques for computer vision tasks

Object Detection and Segmentation

  • Object detection architectures (e.g., R-CNN, Fast R-CNN, and Faster R-CNN)
  • Single-shot object detectors (e.g., YOLO and SSD)
  • Semantic and instance segmentation techniques (e.g., FCN and Mask R-CNN)

Advanced Computer Vision Techniques

  • Attention mechanisms and transformer architectures for computer vision
  • Generative models for image synthesis and augmentation (e.g., GANs and VAEs)
  • Unsupervised and self-supervised learning techniques for computer vision

Computer Vision Applications and Case Studies

  • Autonomous vehicles and robotics
  • Facial recognition and biometric systems
  • Medical imaging and diagnosis
  • Retail and e-commerce applications (e.g., product recognition and visual search)

Conclusion

Read Less

Schedule

Upcoming Course Dates

There are currently no scheduled dates for this course. If you are interested in this course, contact us with the form below.

Contact Information
Address

FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

The labs and course material gave me valuable insights into cloud security architecture

Exit certified was great as it is very in depth and hands on learning which made it very easy to learn this type of work.

Great and very intuitive. Better than the traditional hit the wrong button/lose points.

Great company -- easy to sign up and very organized. Loved my teacher and class overall.

ExitCertified gave a great course on AWS that covered all of the basics in depth with good lab materials.