Machine Learning through FOSS

The Certification Programme shall mainly focus to enhance the skills in Machine Learning (ML) through free software among the participants and in turn, nurture the interest in free software tools. The Online Certification Programme will be a 10 day-long course which provides the participants with hands on experience on Machine Learning Techniques and Features. The programme also helps them to build creativity and problem-solving skills, in the field of Engineering Technology and Scientific Research. Under the guidance of experienced resource persons from ICFOSS, each student will get live online support throughout the course, to complete the tasks assigned to them. The level of progress of each participant will be analysed through simulation tests at the end of each session and a product presentation at the end of the program.

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Course Plan

Python Basics

Python basics
Python in Data Science
Python Libraries-Numpy, Pandas, Matplotlib ,seaborn

Deployment Basics

Streamlit
Heroku

Statistics

Descriptive Stasistics
Various Distributions
Error Analysis

Regression

Linear regression
Logistic regression and other Regression Models
Hands on...

Classification Models

Naive -Bayes
Hands On Naive -Bayes
Decision tree
SVM
Performance metrics
Hands on...

Clustering

K -means Algorithm
Recent advances in ML
Sample Project

Batches Available

Dec 21 - Jan 2

2:00 pm - 5:00 pm

Jan 4 - 15

10:00 am - 1:00 pm
6:00 pm - 9:00 pm