MathWorks
MathWorks Computer Vision Engineer Professional Certificate
MathWorks

MathWorks Computer Vision Engineer Professional Certificate

Advance your career with computer vision skills. Learn and apply the computer vision skills needed to effectively address real-world challenges experienced across many industries.

Sam Jones
Amanda Wang
Isaac Bruss

Instructors: Sam Jones

3,190 already enrolled

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Earn a career credential that demonstrates your expertise
4.8

(52 reviews)

Beginner level
No prior experience required
2 months
at 10 hours a week
Flexible schedule
Learn at your own pace
Earn a career credential that demonstrates your expertise
4.8

(52 reviews)

Beginner level
No prior experience required
2 months
at 10 hours a week
Flexible schedule
Learn at your own pace

Professional Certificate - 9 course series

What you'll learn

  • Perform analysis on a variety of common image datatypes & recognize their strengths and limitations

  • Detect objects and regions of interest using intensity-based & color-based image segmentation

  • Improve image contrast using a variety of modern algorithms for different use-cases, such as low light or fog

  • Complete a project where you analyze Antarctic ice melt in satellite images

Skills you'll gain

Category: Matlab
Category: Image Processing
Category: Algorithms
Category: Image Segmentation
Category: Computer Vision
Category: Data Structures
Category: Quantitative Research
Category: Data Import/Export
Category: Image Analysis
Category: Spatial Data Analysis

What you'll learn

  • Use segmentation to detect and analyze regions of interest in images & video

  • Apply spatial filters and morphological operators to improve segmentation & remove noise

  • Segment & analyze 3D images, such as MRI images of a brain

  • Use interactive tools to quickly test a variety of segmentation approaches & automatically generate code for reuse

Skills you'll gain

Category: Data Cleansing
Category: Matlab
Category: Predictive Modelling
Category: Performance Tuning
Category: image classification
Category: Supervised Learning
Category: Computer Vision
Category: Applied Machine Learning
Category: Visualization (Computer Graphics)
Category: Object Detection
Category: Machine Learning
Category: Image Analysis
Automating Image Processing

Automating Image Processing

Course 313 hours

What you'll learn

  • Apply image processing algorithms to large sets of images & verify your algorithms generalize to new images

  • Apply image processing algorithms to video files

  • Analyze your image & video processing results, including calculating statistics like average area & identifying outliers

  • Complete a specialization-level project where you will detect cars in a noisy video

Skills you'll gain

Category: Matlab
Category: Image Processing
Category: Algorithms
Category: Image Stitching
Category: Image Registration
Category: Computer Vision
Category: Geospatial Information and Technology
Category: Anomaly Detection
Category: Applied Machine Learning
Category: Data Transformation
Category: Image Analysis

What you'll learn

  • Use common algorithms for feature detection, extraction, & matching

  • Perform image registration by identifying control points & estimating geometric transformations

  • Complete a final project where you stitch together images from NASA’s Mars Curiosity Rover

  • Combine images with image stitching to create panorama images

Skills you'll gain

Category: Matlab
Category: Image Processing
Category: Data Store
Category: Automation
Category: Computer Vision
Category: Anomaly Detection
Category: Object Detection
Category: Data Analysis Software
Category: Image Analysis
Category: video processing
Category: Engineering Calculations

What you'll learn

  • Prepare data and create features for classifying images

  • Train & evaluate models to classify images using

  • Train & evaluate object detection machine learning models

  • Customize model training for different applications using cost matrices

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Matlab
Category: Artificial Neural Networks
Category: Deep Learning
Category: Data Analysis
Category: Performance Tuning
Category: image classification
Category: Supervised Learning
Category: Computer Vision
Category: Artificial Intelligence (AI)
Category: Machine Learning Methods
Category: Applied Machine Learning
Category: Image Analysis

What you'll learn

  • Use pre-trained deep neural networks like YOLO to perform object detection

  • Use optical flow to detect motion & moving objects

  • Perform multi-object tracking to count, track, & determine the direction of objects

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Matlab
Category: Deep Learning
Category: Motion Detection
Category: Computer Vision
Category: Visualization (Computer Graphics)
Category: Optical Flow
Category: Object Detection
Category: Machine Learning
Category: Image Analysis
Category: Tracking

What you'll learn

  • Develop a strong foundation in deep learning for image analysis

  • Retrain common models like GoogLeNet and ResNet for specific applications

  • Investigate model behavior to identify errors, determine potential fixes, and improve model performance

  • Complete a real-world project to practice the entire deep learning workflow

Skills you'll gain

Category: 3D Modeling
Category: Matlab
Category: Image Processing
Category: Spatial Analysis
Category: Image Segmentation
Category: Computer Vision
Category: region analysis
Category: image filtering
Category: Visualization (Computer Graphics)
Category: Image Analysis

What you'll learn

  • Retrain popular YOLO deep learning models for your applications

  • Visualize results to gain insights into model performance

  • Evaluate detection models by examining both class and location accuracy.

  • Analyze labeled images to identify and fix potential data shortcomings

Skills you'll gain

Category: Data Cleansing
Category: Matlab
Category: Deep Learning
Category: Data Analysis
Category: Performance Tuning
Category: Computer Vision
Category: Applied Machine Learning
Category: Object Detection
Category: Data Visualization
Category: Machine Learning
Category: Image Analysis

What you'll learn

  • Train and calibrate specialized models known as anomaly detectors

  • Generate synthetic training images for situations where acquiring more data is expensive or impossible

  • Use AI-assisted auto-labeling to save time and money

  • Import models from 3rd party tools like PyTorch and export your model outside of MATLAB

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Matlab
Category: PyTorch (Machine Learning Library)
Category: Deep Learning
Category: Data Manipulation
Category: Computer Vision
Category: Artificial Intelligence (AI)
Category: Applied Machine Learning
Category: Anomaly Detection
Category: Image Analysis
Category: Application Deployment
Category: Data Synthesis

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Instructors

Sam Jones
MathWorks
3 Courses36,499 learners
Amanda Wang
MathWorks
9 Courses31,751 learners
Isaac Bruss
MathWorks
9 Courses53,782 learners

Offered by

MathWorks

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Frequently asked questions

¹ Median salary and job opening data are sourced from Lightcast™ Job Postings Report. Content Creator, Machine Learning Engineer and Salesforce Development Representative (1/1/2024 - 12/31/2024) All other job roles (4/1/2024 - 4/1/2025)