Computer Vision Course in Pune: Why Learn Computer Vision?Vision is a core component of natural intelligence. In biological creatures Vision is the primary tool for experiencing the world.
Computer Vision is the science of enabling computers or other machines with vision i.e. the ability to see - by extracting information from images and videos. The goal of Computer Vision is to provide computers human-level perception. Computer Vision is an active and exciting areas of Artificial Intelligence. Computer Vision is a rapidly growing field that powers a variety of emerging technologies, from facial recognition to augmented reality to self-driving cars.
Computer Vision is an overlapping field taking on concepts from artificial intelligence, digital image processing, machine learning, deep learning, pattern recognition, probabilistic graphical models, scientific computing and mathematics. Deep learning added a huge boost to this rapidly developing field of Computer Vision. With deep learning, a lot of new applications of Computer Vision techniques have been introduced and are becoming parts of our everyday lives. Over the past few years, due to high market potential, large investments in Artificial Intelligence have been made in the field of autonomous vehicle. Globally, research on autonomous vehicle has spurred advances, especially in Artificial Intelligence fields of Computer Vision and robotics.
Few examples of Computer Vision applications are image searching, image processing, Image segmentation & analysis, image formation, Image restoration & reconstruction, image stitching, image-based rendering, feature detection and matching, computational photography, 3D reconstruction, pattern recognition, object recognition, object localization, human detection, face recognition, study of facial expression, video analysis, human action recognition, video surveillance and monitoring by object tracking, object categorization & classification, event or activity recognition, motion analysis, track a person moving against a complex background, counting Images in extremely dense crowd, automated scene parsing, sensing and perception etc. Different Computer Vision systems are more often used among others in the automotive industry, pharmacy, military and police equipment, automated production and measurement systems.
Download and check our syllabus, if you are looking for a computer vision & pattern recognition tutorial in Pune.
The demand for Computer Vision and Deep Learning skills far exceeds the current supply in the industry. Our Computer Vision & Pattern Recognition training in Pune offers a unique opportunity to develop these in-demand skills. You will learn essentials of computer vision, understand core theories and algorithms of computer vision - image processing methods and video processing solving as building blocks for all the deep learning employed in the field of computer vision, neural network architectures, and object recognition, extract key features from image data, image transformation. You’ll complete several Computer Vision applications using a combination of Python, Computer Vision, and Deep Learning libraries.
On completion of our Computer Vision & Pattern Recognition training in Pune, you will be able to start solving your own problems with deep learning.
- Assess types of problems that are candidates for Deep Learning.
- Understand and use object detection algorithms.
- Implement common deep learning workflows such as image classification and object detection, object recognition, pattern recognition.
- Train a deep Neural Network to correctly classify images it has never seen before.
- Turn a CNN into an object detection system, that not only classifies images but can locate each object in an image and predict its label. Such a task is a basic prerequisite for self-driving vehicles. (It must be able to detect cars, pedestrians, bicycles, traffic lights, etc. in real-time)
- Combine two images and make an entirely new image using content of one image and style of the other image.
- Perform visual tracking and motion analysis.
We are the pioneer in Artificial Intelligence training in Pune, imparting classroom training since the year 2014. This Computer Vision & Pattern Recognition Course is one of our Artificial Intelligence Courses in Pune, which provides a thorough understanding of the fundamental concepts and advances in Deep Learning with a special focus on Computer Vision problems. It provides practical and theoretical foundations to develop deep neural architectures to solve challenging tasks including image formation and representation, camera geometry and calibration, computational imaging, multi-view geometry, 3D reconstruction from images, motion analysis, image segmentation and object recognition, analysis of patterns in visual images to reconstruct and understand objects and scenes that generated them.
Topics covered are followings;
- Deep Learning Fundamentals
- Installation of Libraries
- Deep Learning Frameworks & Architectures
- Understanding Keras with Code examples
- Stochastic Gradient Descent (SGD)
- Feed Forward Neural Networks
- TensorFlow Libraries
- Convolution Neural Networks (CNN)
- Recurrent Neural Networks (RNN)
- Custom Metrics
- Hyperparameter tuning
- GPU Programming in Cloud: Case Study
- Distributed TensorFlow
- Computer Vision & Pattern Recognition
- Semantic Segmentation
- Object Detection
- Instance Segmentation
- Deep Learning Computer Vision Frameworks (VGG, INCEPTION v3, ALEXNET)
- U-net & Fully convolutional Architectures
- RCNN & Mask RCNN & Fast RCNN
- Capsule Networks
- Use Cases
Our trainers are senior Data Scientists from the industry with extensive experience on implementation of diverse types of Computer Vision & Pattern Recognition Projects.
Anyone seeking to advance their skills in Computer Vision & Pattern Recognition techniques, having sound knowledge of Machine learning familiarity with linear algebra, calculus, basic probability, as well as decent Python coding skills preferably in data science and the Numpy Stack. If you are a novice in Machine Learning & Python for Data Science, take up our Data Science Professional course in Pune. Also browse for our other Artificial Intelligence Training courses in Pune to pick a matching course for your AIML training need.
Earn a certification of completion at completion of our Computer Vision & Pattern Recognition course in Pune.