Tutorialspoint

Artificial Intelligence Projects: Project Based Learning

Pack of 7 Courses which is 100% hands-on. Contains 50+ Demos, 14 Projects.

Course Description

Pack of 7 Courses which is 100% hands-on. Contains 50+ Demos, 14 Projects. You also get Dataset and Code files required along with Video explanation/steps of the projects and demos. Also you will get highly structured video resources for the theory.

We will Learn : 

  • Computer Vision
  • Data Science with Python
  • Machine Learning
  • Deep Learning Fundamentals
  • Deep Learning with Tensor flow and Keras
  • Data Visualization and Tools
  • Natural Language Processing (NLP)

Goals

  • Understand the concept of Explainable AI and uncover the blackbox nature of Artificial Neural Networks and visualize their hidden layers using GradCam technique.

  • Develop Deep Learning model to automate and optimize the brain tumor detection processes at a hospital.

  • Build and train AI model to detect and localize brain tumors using ResNets and ResUnet networks (Healthcare applications).

  • Understand the theory and intuition behind Segmentation models and state of the art ResUnet networks.

  • Build, train, deploy AI models in business to predict customer default on credit card using AWS SageMaker XGBoost algorithm.

  • Optimize XGBoost model parameters using hyperparameters optimization search.

  • Apply AI in business applications by performing customer market segmentation to optimize marketing strategy.

Prerequisites

  • Basic knowledge of programming is recommended but not required.

Show More

Curriculum

  • Section 1 - Resource Files
  • Computer Vision Projectivity
    01:47
    Preview
  • Convolutional Neural Network (CNN)
    01:13
    Preview
  • Demo-1 - Neural Network
    09:33
  • Demo-2 - Neural Network with Keras
    10:44
  • Demo-3 - Data Cleaning Neural Network
    08:03
  • CNN Architecture
    01:18
  • Demo-4 - Digit Classification with CNN
    18:29
  • Demo-5 - Object Detection with CNN
    14:01
  • OpenCV
    00:51
  • Demo-6 - Image Processing with OpenCV
    06:23
  • Demo-7 - OpenCV Examples
    08:51
  • Demo-8 - YOLO with OpenCV
    09:24
  • Object Detection & Classification using CNN
    01:17
  • Project-1 - Object Detection & Classification using CNN
    01:05
    Preview
  • Project-1 - Solution
    23:27
  • Project-2 - Face Detection using OpenCV
    01:12
Tutorialspoint
Tutorialspoint
Tutorialspoint
Tutorialspoint
Tutorialspoint
Tutorialspoint
Feedbacks
3.0
Course Rating
50%
0%
0%
0%
50%

    Feedbacks (2)

  • Yaminiprasad Kollipara
    Yaminiprasad Kollipara

  • Sargun singh
    Sargun singh

Artificial Intelligence Projects: Project Based Learning
This Course Includes
  • 18.5 hours
  • 139 Lectures
  • 7 Resources
  • Completion Certificate Sample Certificate
  • Lifetime Access Yes
  • Language English
  • 30-Days Money Back Guarantee

Sample Certificate

sample certificate

Use your certification to make a career change or to advance in your current career. Salaries are among the highest in the world.

We have 30 Million registered users and counting who have advanced their careers with us.

X

Sample Certificate

Talk to us

1800-202-0515