Artificial Intelligence + Machine Learning

Online Live Training

Artificial Intelligence + Machine Learning

Online Live Training

  • Learn from Experts at IIT Kanpur
  • Live Classes over Zoom
  • Internship + Project Work
  • 1000's of Jobs available in the market

Upskill yourself & Advance your Career

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Program Overview

Duration

4 weeks of learning + 2 weeks of project

Format

Online live sessions

Project Work

Based on real world problems

Faculty Support

Throughout the training

Beginner Friendly

No prior knowledge required

Certificate

From Prutor@IITK

New Batch Starting in

25th May 2022

Syllabus + Brochure

Click Here To Download / View

Limited Time Offer: Rs. 8,474 + 18% GST

Click Here To Enroll Now

About Prutor@IITK

Join the certified courses from Prutor.ai, IIT Kanpur this Summer, and get the opportunity to utilize your summer vacation by learning new technology at the comfort of your home.

This online live training program is designed in such a way that it makes learning by building projects super easy for you.

For applying for a job Artificial Intelligence + Machine Learning certificate is considered one of the most needed certifications.

IIT Kanpur was the first institute in India to start a Computer Science Department.

IIT Kanpur has a rich base of alumni in this space who have made a remarkable impact around the world (Dr. Arvind Krishnan, CEO IBM, Dr. Rajeev Motwani, Google mentor, Dr. Narayan Murthy, Founder Infosys, Mr. Amit Agarwal, CTO Amazon to name few)

While education is impacted, some of the institutions continue to do well as they have realized the importance of practice. There is no substitution to practice. While other jobs are impacted due to COVID 19 coding jobs are still in demand.

To solve the problem of teaching introductory programming to Engineering students, Dr. Amey Karkare, Computer Science Department at IIT Kanpur has developed software - Prutor, that is being used at IIT Bombay, IIT Goa, IIT Kanpur, IISC Bangalore, IISER Bhopal, and EICT Academy IIT Kanpur to teach programming to more than 40,000+ students.

We believe in the practical and industry-based approach of teaching at Prutor.ai

Certificate

How will your training work?

1

Attend Online Classes

2

Learn with Hands-on practical

3

Do the project work

4

Give the final quiz

5

Get a certificate in Artificial Intelligence + Machine Learning

Limited Time Offer: Rs. 8,474 + 18% GST

Click Here To Enroll Now

COURSE CURRICULUM

  • Introduction to Machine learning(ML)
  • Overview of major types: supervised and unsupervised
  • Major steps in ML, Overview of NumPy library
  • Lab: AIML Lab 1
  • Pandas, data structure in pandas: Series and DataFrame
  • Introduction to Matplotlib
  • Lab: AIML Lab 2
  • Linear Regression Algorithm, Mean squared error(MSE), R2_score
  • Lab: AIML Lab 3
  • Non-linear Regression, Overfitting, and Underfitting
  • Lab: AIML Lab 4
  • Introduction to KNN (K Nearest Neighbor), working of KNN, Decide the value of K, Accuracy score
  • Lab: AIML Lab 5
  • Evaluation technique for classification, confusion matrix, Recall, Precision
  • Hyper-parameter tuning using GridSearchCV
  • Lab: AIML Lab 6
  • Introduction to Logistic Regression, working of it, Binary classification and Multi-class classification
  • Lab: AIML Lab 7

Project: AIML Project - 1

  • Feature extraction, Bag of words, Countvectorizer and TfidfVectorizer
  • Lab: AIML Lab 8
  • Introduction to Naive Bayes algorithm and working of Naive Bayes algorithm
  • Lab: AIML Lab 9
  • SVM (support vector Machine), linear and Non-linear SVM, decide Hyperparamters C and kernel
  • Hyper-parameter tuning of C and kernel
  • Lab: AIML Lab 10
  • Introduction to Decision tree algorithm, Gini Index, Pruning technique
  • Lab: AIML Lab 11
  • What is a Random Forest algorithm? Working on it, and how does it differ from the decision tree?
  • Lab: AIML Lab 12
  • PCA, working of PCA, steps in PCA
  • Lab: AIML Lab 13

Project: AIML Project - 2

  • What is clustering?, K-means clustering algorithm, Elbow method
  • Lab: AIML Lab 14
  • Basic Overview of Neural Network, Single-layer Neural network, and Multi-layer neural Network
  • Keras API, Activation functions, feed-forward Neural network
  • Lab: AIML Lab 15
  • Basic Introduction to Convolutional Neural Network(CNN), CNN Architecture, Convolution layer, Pooling layer,
  • Dense layer
  • Lab: AIML Lab 16

Project: AIML Project - 3

Doubt clearing session

Limited Time Offer: Rs. 8,474 + 18% GST

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Technologies Covered

  • Pandas
  • Python
  • Excel
  • K-Areas
  • Tensor Flow
  • Matplotlib
  • SCIKIT Learn
  • MySql

What projects can you build?

AIML Project Slider -5
AIML Project Slider -4
AIML Project Slider -3
AIML Project Slider -2
AIML Project Slider -1

How will your doubts get solved?

Ask your questions in live sessions and we will resolve them

Course Designed and Developed by

Prof Amey Karkare

Prof Amey Karkare

Faculty in Department of CSE, IIT Kanpur

View Profile

Rahul Garg

Rahul Garg

25+ year of IT Industry work experience in India & abroad

View Profile

Review

Limited Time Offer: Rs. 8,474 + 18% GST

Click Here To Enroll Now