IIT Ropar - IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning offered by TimesPro
- Private Institute
- Estd. 2013
IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Overview
Duration | 9 months |
Total fee | ₹2.50 Lakh |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Highlights
- Earn a certificate after completion of course from IIT Ropar
- Fee can be paid in installments
IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Course details
Apply advanced mathematical and statistical methods to develop and optimize AI and deep learning models
Use programming languages and software tools such as Python, TensorFlow, Keras, and PyTorch for implementing AI and deep learning algorithms
Acquire, preprocess, and manage large datasets effectively, ensuring data quality and integrity
Implement data augmentation, normalization, and transformation techniques to enhance model performance
It is a 9-month online course offered by IIT Ropar that provides students with a comprehensive understanding of artificial intelligence
The course features live, instructor-led sessions with top IIT faculty and industry experts and is designed to be flexible for working professionals, with weekend classes
IIT Ropar is a highly-ranked institution known for its state-of-the-art technical education in various fields and has been recognized as the top Indian institution in Times Higher Education's Young University Rankings for 2020
Class Timings:
Weekends (SAT & SUN) 11:00 AM – 1:00 PM (IST)
IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Curriculum
Module 1
Emerging Technologies and AI
AI in the context of emerging technologies
AI applications
History and evolution of AI
AI in industry
Future with AI
Module 2
Programming with Python
Getting Started with Python
Hands-on Linear Algebra with NumPy
Hands-on Data Pre-Processing using Pandas
Data Visualization using Python
Handling text data
Module 3
Data Analysis using Python
What is Data Science
Big Data Technologies
Exploratory Data Analysis
Data Pre-processing
Data Visualization
Module 4
Machine Learning
What is Machine Learning
Supervised Learning: Linear Regression, Logistic Regression, Decision Trees, SVM
Unsupervised Learning: Clustering
Text Analytics
Case studies/hands-on practice
Module 5
Programming with TensorFlow
Tensorflow installation/setup – Tensorflow 1.x and 2.x
Tensorflow programming concepts
Computational graphs and sessions
Tensorflow 2.x new features
Module 6
Deep Learning and Neural Networks
Introduction to Neural Networks
Biological neuron
Perceptron structure
Perceptron training
Back propagation
Deep Neural Networks - multilayer
Keras API
Hands-on Practice
Module 7
Image Recognition
Computer vision and Open CV
Convolutional Neural Networks - concept
and Architecture
Pretrained models
Training a CNN model
Image classification- Binary and Multiclass
Object detection
Case Studies / Hands-on Practice
Module 8
Speech Recognition
How speech recognition works
Natural Language Processing
Recurrent Neural Networks - RNN
Chatbots
Alexa skills
Transformers
Case Studies / Hands-on Practice
Module 9
Advanced Al Applications
Drone Principle
Visual, Audio-Visual Deepfake and its future
Other AI Application
Module 10
Capstone Project
Classification of chest X-rays
Build a chat bot catering to customer service
IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Faculty details
IIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Placements
Top Recruiters for TimesProIIT Ropar Post Graduate Certificate in Artificial Intelligence & Deep Learning at TimesPro Entry Requirements
- 50%
Candidate must have passed Bachelor’s degree from recognized institute or university
- Minimum: 24 months
Minimum 2 years of experience, preferably in software domain
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18th floor, F Wing, Lotus Corporate Park, Off Western Express Highway
Mumbai ( Maharashtra)