When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Advanced Computer Vision
This advanced computer vision training course explores advanced techniques, combining classical methods with deep learning innovations. Participants learn to process and analyze visual data, build...
Read MoreOverview
This advanced computer vision training course explores advanced techniques, combining classical methods with deep learning innovations. Participants learn to process and analyze visual data, build and deploy computer vision models, and stay updated with the latest trends. The training emphasizes practical applications and ethical considerations, preparing participants to implement robust computer vision solutions in various industries.
Skills Gained
By the end of this course, participants will be able to:
- Apply both classical and deep learning techniques to solve computer vision problems
- Design and implement end-to-end computer vision pipelines
- Address ethical and practical challenges in visual data processing and deployment
- Stay informed about emerging trends and integrate multimodal approaches in vision tasks
Who Can Benefit
- Data Scientists & Analysts
- Software Developers
Prerequisites
- Practical Python experience
- Foundations of Predictive AI or equivalent experience
Course Details
Software
All attendees must have a modern web browser and an Internet connection.
Understanding Visual Data
- Enhanced communication through visualization
- Types and common formats of visual data
- Structured vs. unstructured visual data
- Mathematical representation & processing challenges
- Applications in industry (e.g., healthcare, security, autonomous systems)
- Ethical implications and data bias
Classical Computer Vision Techniques
- Rationale for classical CV and pre–deep learning methods
- Smoothing, filtering, and edge detection
- Feature detection & description (e.g., Harris, FAST, SIFT, ORB)
- Tracking algorithms (Mean-Shift, CAMShift, Optical Flow)
- Image segmentation and epipolar geometry
- Hybrid AI-classical approaches and edge AI
Deep Learning for Computer Vision
- Defining deep learning for CV and its advantages
- CNN architectures and popular models (AlexNet, VGG, ResNet)
- Object detection models (R-CNN, YOLO, SSD)
- Image segmentation techniques (semantic and instance)
- Vision Transformers and self-attention
- Data requirements, computational challenges, and ethics
- Emerging trends in deep vision
Building Computer Vision Pipelines
- Defining the CV pipeline and data acquisition strategies
- Feature extraction and model selection/training
- Post-processing and deployment strategies (edge vs. cloud)
- Challenges in optimizing vision pipelines
Advanced CV Applications
- Evolving use cases and generative models (GANs, Diffusion Models)
- Multimodal AI integrating vision and other modalities
- Real-time CV and edge AI applications
- Advanced visualization of high-dimensional data (e.g., t-SNE, UMAP)
- 3D reconstruction and depth estimation techniques
- Explainable AI methods (e.g., Grad-CAM, SHAP)
Future Directions in Computer Vision
- Transition to AI‑driven approaches in emerging sectors (automation, security, healthcare, creative AI)
- Self‑supervised, few‑shot, and meta‑learning techniques
- Advances in vision transformers and efficient designs
- Cross‑modal learning (vision-language integration)
- Innovations in 3D/spatial understanding (e.g., NeRF)
Schedule
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.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
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 instructor was thorough and they also provided hands-on demonstrations with labs.
my experince was great from the day i regetered to the actuall day of the class.
Great instructor, clear and concise course. Labs were easy to follow and worked perfectly.
Very good company. I've done technical trainings at their facility in downtown Montreal in the past and I'Ve always appreciated them.
ExitCertified gave me some good trainings and I got to learn through doing labs.
