By 2020, Artificial Intelligence will create more jobs than it eliminates: Gartner

 

MACHINE LEARNING WORKSHOP

  • Language to be used: Python

  • Packages: Numpy, Pandas, SciKit learn

  • OS: Windows, Ubuntu or Mac

Workshop content: MACHINE LEARNING

(3 Days)

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Machine learning - Data analysis using NumPy

 

Machine learning - Data analysis using Pandas

 

Case study  - Data analysis

 

Python for data visualisation using Matplotlib

 

Machine Learning - Linear and logistic regression

 

Machine Learning - Cross-validation and Bias-variance trade-off

 

Machine Learning - K nearest neighbours

 

Introduction - Decision Tree and Random Forest

 

Capstone project on Machine learning foundation

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Machine Learning - Support vector machines

 

Machine Learning - Decision trees and random forest

 

Case study  - SVM, Decision tree

 

Python for data visualisation using Matplotlib and cufflinks

 

Machine Learning - K-means clustering

 

Introduction - Deep Learning and Neural Nets

 

Capstone project on Machine Learning advanced

 

Pre-course work on Python provided remotely

 

DATA SCIENCE WORKSHOP

  • Language to be used: Python

  • Packages: Numpy, Pandas, SciKit learn

  • OS: Windows, Ubuntu or Mac

Workshop content: DATA SCIENCE

Python basics - Crash course

Common data distribution

Introduction to Jupyter Notebooks

Numpy operations

Pandas - Series

Pandas - Dataframe

Project 1 - Pandas

Introduction to data visualisation

Data visualisation using Matplotlib

Data visualisation using Seaborn

Data visualisation using cufflinks

Data Mini Project

MieRobot.com forum support for 2 months

 

# This is a code-intensive track. Candidates should

be open towards learning to code.

 

COMPUTER VISION WORKSHOP USING OPENCV

       Workshop content: COMPUTER VISION

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Introduction to computer vision and OpenCV3

Quick set-up with Python

Image manipulation

Image segmentation

Object detection

Face detection

Filters and Swaps

Motion analysis

Object tracking

OpenCV in Machine learning

Hands-on Lab

Mini project in 3/4 groups

Installation manual

Support from MieRobot.com forum for 2 months

  • Programming language to be used: Python

  • Packages: Numpy, Pandas, OpenCV

  • OS: Windows, Ubuntu or Mac

  • Branches: Robotics,CSE,IT,Security

  • Not available for Non CSE/Robotics