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.
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