One Week or 40 hours certificate industrial training on Artificial Intelligence and Machine Learning with capstone project

Contents covered:

Day 1

• Course Introduction
• Environment set-up
• Jupyter overview
• Python crash course
• Python for data analysis-numpy
• Python for data analysis-pandas

Day 2

• Python for data visualization-matplotlib
• Python for data visualization-Seaborn
• Data Capstone projects

Day 3

• Introduction to ML
• Linear regression
• Hands-on USA_Housing dataset
• Price prediction of houses using univariate linear regression
• Price prediction of houses using multivariate linear regression
• Cross validation and bias variance trade off

Day 4

• Logistic regression
• Hands-on titanic dataset
• Predicting the survival of certain person in titanic using logistic approach
• Limitations of logistic model

Day 5

• Introduction to unsupervised learning
• K means clustering
• Clustering of Real time gps dataset of ola cars
• K nearest neighbours
• Combining k means clustering with k nearest neighbours
• Predicting the location of ola cars on the bases of clustered data by KNN

Day 6

• Support vector machines
• Hands-on Iris Dataset
• Predicting different species of flowers on the basis of their features
• Decision trees and random forests
• Working on kyphosis dataset
• Determining whether kyphosis can be treated well or not.
• Hands-on load data dataset
• Predicting whether a given load can be returned or not

*extra training sessions can be conducted if students are having any doubts or are working on any projects

Internships: Selected students will be given the opportunity of unpaid internship on live corporate projects at our premises.

Fee: INR 2250 + GST 18%