Post Graduate Certificate in Artificial Intelligence & Deep Learning

Online Certification Program in Artificial Intelligence & Deep Learning

Course Snapshot
  • FeeINR 1,47,500 + GST
  • Work Experience0 - 30 Years
  • Delivery MethodOnline
Course Detail

Course Highlights:

The demand for AI/DL talent has more than doubled over the past three years and there is a severe shortage of talented professionals to meet this demand.

The PG Certificate Program in Artificial Intelligence & Deep Learning from Manipal Academy of Higher Education (MAHE) comes with rich online training pedagogy, hands-on labs, and instructor-led webinars & Tech talks to help learners ramp up their AI/DL skills rapidly and be a part of this highly paid, in-demand profession.

- GPU Labs based projects
- Bridge Course on Python
- Webinars sessions by Industry Experts
- VR App & Headset
- Certificate from MAHE
- Live Training Session

Learning Outcomes

- Become an AI practitioner, perform tasks on various industrial applications of AI
- Work on algorithms in real-world problems using Image and Speech Recognition
- Start your career as AI Developer, AI Engineer, Data Scientist
- Apply Tensorflow, Scikit Learn library, Keras and models of neural networks & other deep learning tools
- Become a part of communities working on AI, Data Science & other emerging technologies
- Learn to create intelligent solutions such as Chatbots, Smart Games and Image Classifiers

Manipal ProLearn Career Leap Assurance:

- At least 3 case studies or hackathons during each course
- At least one industry project and one capstone project (at the end of the course)
- Industry exposure through participation in at least 2 meetups during the tenure. Access to industry expert sessions delivered online for non-Bangalore learners
- One career networking event, designed to provide learners the opportunity to interact with prospective hirers
- One Career Leap session, to provide mentoring on key industry job trends and tips on preparation for these jobs
- Life-time alumni status at Manipal ProLearn (access to curated jobs & networking opportunities)

Course Modules

Introduction to AI:
- Past, Present & Future
- Applications of AI
- Enterprise Use - Automotive, Manufacturing, Healthcare, Retail
- Consumer Use - Games, Home Automation
- Introduction to Machine Learning and Deep Learning

Machine Learning:
- Type of Machine Learning
- Popular ML Algorithms
- Linear Regression, SVM
- Decision Tree and Deploying Models
- ML with Sklearn using Python
- Programming with Tensorflow

Programming with Tensorflow
- Introduction to Tensorflow
- Programming Structure in Tensorflow
- Regression and Classification with Tensorflow

Neural Networks
- Perceptron and Deep Neural Networks
- Training Neural Networks with Tensorflow
- Types of NN- CNN, RNN, Feedforward, GAN
- Common Tensorflow APIS - KERAS, Estimator, Layers
- Introduction to Reinforcement Learning

Speech Recognition
- Text Analytics
- Natural Language Processing
- Recurrent Neural Networks (RNN)
- Time Series Analysis with RNN
- Variations of RNN- LSTM and GRU
- Building and Training in RNN for Speech Recognition

Projects
- Chatbot
-Dialogue Flow-Based
- Conversational Chatbot
- RNN based Chatbot
- Healthcare- Diagnostics with X RAY Data
- Diagnostic with X-RAY Data
- MRI for Lung Cancer Detection

Image Recognition
- Introduction to Image Processing and Computer Vision
- Convolutional Neural Networks (CNN )
- Object Detection in Images
- Object Detection in Video