3. SLIDESMANIA.COM
Did you know?
26% SPAM
In 2022, An estimated 333.2 billion
emails are sent and received per day.
Among them, 88.9 billion spam
emails sent per day.
7. SLIDESMANIA.COM
What is Logistic Regression?
● Logistic regression is a statistical
analysis method to predict a binary
outcome, such as yes or no, based on
prior observations of a data set.
Supervised learning !! “YES” or “NO”
9. SLIDESMANIA.COM
Libraries
NUMPY PANDAS SK-LEARN
It is an efficient Python
library for numerical
calculations involving
arrays.
It is used for data
cleaning and analysis of
input data set
It is used to implement
various machine learning
models for regression,
classification, clustering,
and statistical tools for
analyzing these models.
11. SLIDESMANIA.COM
1
Reply all
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Hello! I thought you might enjoy this.
Hi, Lisa.
Congrants!! You have won the 12 Million $!! You are so lucky.
To claim the money. Pay immediately 50$ as service fees. So that you can enjoy your life!!
Hurry Hup!! Don't Miss out on this. Even I‘m curious how you will spend this big amount.
Best regards,
John.
John Smith
to me
12. SLIDESMANIA.COM
SLIDESMANIA.COM
May 12, 2021
Dear John,
Did you know that dogs can smell your feelings? Dogs can pick up on
subtle changes in your scent, which can help him figure out how you
are feeling, such as by smelling your perspiration when you become
nervous or fearful.
Did you know that a cat uses its whiskers as feelers to determine if a
space is too small to squeeze through?
Also, cats love to sleep. A fifteen-year-old cat has probably spent ten
years of its life sleeping.
I thought you would like to know this!
Love,
Marie.
14. SLIDESMANIA.COM
SLIDESMANIA.COM
Conclusion
● In the last two decades, spam detection and filtration gained the
attention of a sizeable research community.
● By using more accurate Dataset , further we can modify the
model and achieve more accuracy.