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IETE Internship on AI Computer Vision

IETE Internship on AI – Computer Vision

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IETE Internship on AI – Computer Vision

Lifetime access
All levels
0 lessons
0 quizzes
55 students

About the Program

This program has been initiated to enhance the knowledge from beginner to advance for the people who are interested in learning of advanced technologies like machine learning, artificial intelligence with computer vision, deep learning etc…Other than learning, this program also provides an industrial exposure of working in these software’s and packages with its relevant application.

Technologies and Tools Covered 

  • Python
  • Open CV
  • Keras
  • Tensorflow
  • Artificial Intelligence
  • Computer Vision

 

LEARNING PATH

  1. Python & OpenCV programming

Introduction to the Concept of python and opencv will be dealt with. Simple programs shall be done by the participants. This shall serve as the first step into the entry to the advanced concepts implementation using python

 

SESSION

CLASS TOPICS

1 Introduction to Deep learning
2 Python — Introduction

·       Python Strings

·       String Subscript and String slicing

·       If, For, While statements

·       While and else clause on loop

·       Break, continue and pass statement

3  Python on imaging

·       OpenCV library intro

·       Importing , Exporting and Visualizing images

·       Image Transformations

·       Type Conversions

·       Contrast Adjustment and Zooming & Pixel Info Analysis

Placing Lines Circles Texts In a Image

4 Image conversions

·       Image Plane Separation

·       Image Gray and B&W

·       HSV Conversions

Image block separation and fixing

5 Image filtering

·       Types of Noises in a Image

·       Blur in images

·       Median Filtering on noise removal

6 Region detection

·       Image Contour detection

·       Accessing Video and Storing

·       Accessing camera and storing

·       HSV Conversion based color detection

·       Remote camera accessing 

 

  1. Machine Learning

Machine learning brings together computer science and statistics to harness that predictive power. It’s a must-have skill for all aspiring data analysts and data scientists, or anyone else who wants to wrestle all that raw data into refined trends and predictions.

 

SESSION

CLASS TOPICS

1 Machine learning on image processing – an intro

·       Training Dataset.

·       Testing dataset.

·       Algorithms in ML

2. Face recognition in real time

·       Face detection

·       Dataset Creation

·       Testing data

·       DRLBP pattern recognition

3. Types of Unsupervised Learning
4. Supervised Learning Methods-Linear Regression, Logistic Regression
5. K-Nearest Neighbors Algorithm on image
6. Concept and Working Principle of SVM
7. Introduction to Tensorflow and Keras
8. Introduction to algorithms

 

  • Neural Network

Deep learning is a subset of machine learning in artificial intelligence (AI) that has networks capable of learning unsupervised from data that is unstructured or unlabeled. Also known as deep neural learning or deep neural network.

 

SESSION

CLASS TOPICS

1. Description and working of Artificial Neural Network
2. Description and working of Convolutional Neural Network
3. Description and working of Back Propagation Neural Network
4. Questions

 

Projects & Assignments

Assignment 1: Image Transformations

Assignment 2: HSV Conversion based color detection

Assignment 3: Face detection

 

Training Methodology

The Program is mix of Theory sessions, Quizzes, Hands on Sessions, Liver Interaction with Experts, Assignments and Practical Exercises. Maximum Impetus is given to Hands on Sessions so as to enable the participants with the maximum knowledge transfer and satisfaction. The ratio of the theory, practical sessions will be 30:70.

 

Program Advantage

·      Code with Explanations

Learn everything about neural networks, with a well-structured curriculum & detailed explanations with code.

·      Assignments

Work on various assignments which will be graded by our Trainer.

·      Projects

Solve real world problems as part of projects and receive valuable feedback from our trainer.

 

Upon Successful Completion of the Program

Upon completion of the program, the participant will have an in-depth insight into the Python Programming, Neural network application. The participants will be able to program the controller and develop basic / complex applications on his own, thus making the objective of the training program as desired.

Participants also will have access to our TECHNICAL FORUM, thus getting their doubts clarified even after the session is complete.  Certificates will be provided upon request. 

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2 Comments

  1. The internship is very good and informative . I have learned lot of things regarding AI , Computer vision and OpenCv. Our Instructor Jishnu sir is also very helpful and supportive and whenever we are stuck in any code , he helped us.
    Also through this internship I got to learn the practical applications which is very important for me

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IETE Internship on AI Computer Vision
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