**Logistic Classifier**

The logistic classifier is similar to equation of the plane.

W is weight vector, X is input vector and y is output vector.

b is bias that to adjust boundary base.

Anyway, this form is context of logistic regression, called logists.

y is result value of vector calculation that is score, that is not probability.

So, to change a probability, use softmax function.

So, we can choose what probability is close to 1.

**Softmax example code in python**

scores = [3.0, 1.0, 0.2] import numpy as np def softmax(x): """Compute softmax values for each sets of scores in x.""" return np.exp(x) / np.sum( np.exp(x), 0 ) print(softmax(scores))///

result is

[ 0.8360188 0.11314284 0.05083836]

**Softmax plot example in python**

///

# Plot softmax curves import numpy as np import matplotlib.pyplot as plt x = np.arange(-2.0, 6.0, 0.1) scores = np.vstack([x, np.ones_like(x), 0.2 * np.ones_like(x)]) plt.plot(x, scores.T, linewidth=2) plt.show() plt.plot(x, softmax(scores).T, linewidth=2) plt.show()///

first plot is

second plot is

The second graph is softmax output value.

The value of the blue line is grows, lines of green and red is almost close to zero.

one more things,

What happen if scores are multiplied or divided by 10?

///

scores2 = np.array([3.0, 1.0, 0.2]) print( softmax( scores2 * 10)) print( softmax( scores2 / 10))///

[ 9.99999998e-01 2.06115362e-09 6.91440009e-13]

[ 0.38842275 0.31801365 0.2935636 ]

If multiplied by the growing differences

If divided, the smaller the difference.

We can take advantage of these properties.

We'll want our classifier to not be too sure of itself in the beginning. -> divided

And then over time, it will gain confidence as it learns. -> multiply

The information distribution center offloads information from a huge number of sources.data science course in pune

ReplyDeleteMachine Learning Projects for Final Year machine learning projects for final year

DeleteDeep Learning Projects assist final year students with improving your applied Deep Learning skills rapidly while allowing you to investigate an intriguing point. Furthermore, you can include Deep Learning projects for final year into your portfolio, making it simpler to get a vocation, discover cool profession openings, and Deep Learning Projects for Final Year even arrange a more significant compensation.

Python Training in Chennai Python Training in Chennai Angular Training Project Centers in Chennai

Well, The information which you posted here is very helpful & it is very useful for the needy like me.., Wonderful information you posted here. Thank you so much for helping me out to find the Data science course in Mumbai

ReplyDeleteOrganisations and introducing reputed stalwarts in the industry dealing with data analyzing & assorting it in a structured and precise manner. Keep up the good work. Looking forward to view more from you.

Nice Post...I have learn some new information.thanks for sharing.

ReplyDeleteExcelR data analytics course in Pune | business analytics course | data scientist course in Pune

Such a very useful article. Very interesting to read this article. I have learn some new information.thanks for sharing. ExcelR

ReplyDeleteI am impressed by the information that you have on this blog. It shows how well you understand this subject.

ReplyDeleteExcelR Data Analytics courses

Very nice blog here and thanks for post it.. Keep blogging...

ReplyDeleteExcelR data science training

I am impressed by the information that you have on this blog. It shows how well you understand this subject.

ReplyDeletedata analytics courses

This is a wonderful article, Given so much info in it, These type of articles keeps the users interest in the website, and keep on sharing more ... good luck... data science course

ReplyDeleteReally nice and interesting post. I was looking for this kind of information and enjoyed reading this one. Keep posting. Thanks for sharing.

ReplyDeletebusiness analytics course

data analytics courses

data science interview questions

data science course in mumbai

The information provided on the site is informative. Looking forward more such blogs. Thanks for sharing .

ReplyDeleteArtificial Inteligence course in Mysuru

AI Course in Mysuru

The knowledge of technology you have been sharing thorough this post is very much helpful to develop new idea.

ReplyDeleteData Science Training In Hyderabad

ReplyDeleteNice Blog !good information

data analytics courses

You have explained the concept really well. Was looking for this information from a while & luckily I stumbled upon your post. Looking forward for more of such informative updates from you

ReplyDeleteData Science Training In Hyderabad

Data Science Course In Hyderabad

wonderful article. Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article resolved my all queries.

ReplyDeleteData Science Course

Really nice and interesting post. I was looking for this kind of information and enjoyed reading this one. Keep posting. Thanks for sharing.

ReplyDeletedata science course

You have explained the concept really well. Was looking for this information from a while & luckily I stumbled upon your post. Looking forward for more of such informative updates from you

ReplyDeleteData Science Training In Hyderabad

Data Science Course In Hyderabad

Thank you a lot for providing individuals with a very spectacular possibility to read critical reviews from this site.

ReplyDeletePython Training in Hyderabad

Python Course in Hyderabad

Python Institute in Hyderabad

I am looking for and I love to post a comment that "The content of your post is awesome" Great work!

ReplyDeletedata science course

Thank you sharing such wonderful Articles

ReplyDeleteAI Training In Hyderabad

Good Article .we are sharing a such wonderful information

ReplyDeleteAWS Training In Hyderabad

wonderful article. Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article resolved my all queries. keep it up.

ReplyDeletedata analytics course in Bangalore

Excellent article useful to all the aspirants

ReplyDeleteDevOps Training in Hyderabad

DevOps Course in Hyderabad

A debt of gratitude is in order for the data about call communities. It is consistently incredible to find out about this ever-evolving industry.

ReplyDeleteSEO services in kolkata

Best SEO services in kolkata

SEO company in kolkata

Best SEO company in kolkata

Top SEO company in kolkata

Top SEO services in kolkata

SEO services in India

SEO copmany in India

Your article is extremely educational. It's a much needed development from other guessed enlightening substance. Your focuses are novel and unique as I would like to think. I concur with a significant number of your focuses.

ReplyDeleteOnline Teaching Platforms

Online Live Class Platform

Online Classroom Platforms

Online Training Platforms

Online Class Software

Virtual Classroom Software

Online Classroom Software

Learning Management System

Learning Management System for Schools

Learning Management System for Colleges

Learning Management System for Universities

Attend The Data Science Courses Bangalore From ExcelR. Practical Data Science Courses Bangalore Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Data Science Courses Bangalore.

ReplyDeleteData Science Courses BangaloreI like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you! data science training in coimbatore

ReplyDeleteHi, Thanks for giving nice content...

ReplyDeleteData Science Training In Hyderabad

Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.

ReplyDeleteCorrelation vs Covariance

Simple linear regression

data science interview questions

Great post i must say and thanks for the information.

ReplyDeleteData Science Training in Hyderabad

This Was An Amazing ! I Haven't Seen This Type of Blog Ever ! Thankyou For Sharing, data scientist courses

ReplyDeleteHi, Thanks for sharing wonderful stuff...

ReplyDeleteAI Training in Hyderabad

I like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you!

ReplyDeleteSimple Linear Regression

Correlation vs Covariance

Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.

ReplyDeleteCorrelation vs Covariance

Simple linear regression

data science interview questions

I am looking for and I love to post a comment that "The content of your post is awesome" Great work!

ReplyDeleteSimple Linear Regression

Correlation vs Covariance

Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.

ReplyDeleteCorrelation vs Covariance

Simple linear regression

data science interview questions

This Was An Amazing ! I Haven't Seen This Type of Blog Ever ! Thankyou For Sharing, data science course in hyderabad with placements

ReplyDeleteAwesome blog. I enjoyed reading your articles. This is truly a great read for me. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work! cloud computing course in coimbatore

ReplyDeleteThanks for sharing nice information....

ReplyDeleteAI Training in Hyderabad

Great blog!!! It is very impressive... thanks for sharing with us...keep posting.

ReplyDeleteBig Data Analytics Training in Hyderabad

Hadoop Training in Hyderabad

This Was An Amazing ! I Haven't Seen This Type of Blog Ever ! Thankyou For Sharing, data sciecne course in hyderabad

ReplyDeleteWell Explained Content thanks For Sharing The Information With Us

ReplyDeleteBest Data Science Training Institute in Hyderabad

Data Science Course Training in Hyderabad

Thanks for sharing nice information....

ReplyDeleteData Science Training in Hyderabad

This Was An Amazing ! I Haven't Seen This Type of Blog Ever ! Thankyou For Sharing, data sciecne course in hyderabad

ReplyDeleteGreat blog!!! It is very impressive... thanks for sharing with us...keep posting.

ReplyDeletePython Training in Hyderabad

Best PythonTraining Institutes in Hyderabad

Attend The Data Analyst Course From ExcelR. Practical Data Analyst Course Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Data Analyst Course.

ReplyDeleteData Analyst CourseThe concept has been explained very well. Gained clear knowledge about the prominence of AWS

ReplyDeleteAWS Training in Hyderabad

I will really appreciate the writer's choice for choosing this excellent article appropriate to my matter.Here is deep description about the article matter which helped me more.

ReplyDeletePMP Certification Pune

I think this is an informative post and it is very useful and knowledgeable. therefore, I would like to thank you for the efforts you have made in writing this article.

Thank you for the informative post. It was thoroughly helpful to me. Keep posting more such articles and enlighten us.

ReplyDeleteAWS Training in Hyderabad

Thanks for giving me the time to share such nice information. Thanks for sharing.data science course in Hyderabad

ReplyDeleteReally nice and interesting post. I was looking for this kind of information and enjoyed reading this one. Keep posting. Thanks for sharing.

ReplyDeleteSimple Linear Regression

Correlation vs covariance

KNN Algorithm

Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.

ReplyDeleteSimple Linear Regression

Correlation vs covariance

data science interview questions

KNN Algorithm

thanks for sharing your expertise and also the time it took to post!!

ReplyDeleteAI Training in Hyderabad

An excellent article, very informative. It is not every day that I have the possibility to see something like this. thanksdata science course in Hyderabad

ReplyDeleteI am looking for and I love to post a comment that "The content of your post is awesome" Great work!

ReplyDeleteSimple Linear Regression

Correlation vs Covariance

I really happy found this website eventually. Really informative and inoperative! Thanks for the post and effort! Please keep sharing more such article.

ReplyDeleteAI Training in Hyderabad

The content is utmost interesting! I have completely enjoyed reading your points and have come to the conclusion that you are right about many of them. You are great,

ReplyDeleteData Science Training in Hyderabad

Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.

ReplyDeleteSimple Linear Regression

Correlation vs covariance

data science interview questions

KNN Algorithm

Logistic Regression explained

I am genuinely thankful to the holder of this web page who has shared this wonderful paragraph at at this place

ReplyDeleteabout us

It’s very informative and you are obviously very knowledgeable in this area. You have opened my eyes to varying views on this topic with interesting and solid content.

ReplyDeletedata science courses

Very nice blogs!!! i have to learning for lot of information for this sites…Sharing for wonderful information.Thanks for sharing this valuable information to our vision. You have posted a trust worthy blog keep sharing, data science courses

ReplyDeleteAttend The Machine Learning Courses in Bangalore From ExcelR. Practical Machine Learning courses in Bangalore Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Machine Learning courses in Bangalore.

ReplyDeleteMachine Learning Courses in Bangalorevery well explained .I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.

ReplyDeleteSimple Linear Regression

Correlation vs covariance

data science interview questions

KNN Algorithm

Logistic Regression explained

Truly an amazing site. It helped me a lot to pursue knowledge about data science.Definitely recommending it to my friends. To know more about Online Data Science Course

ReplyDeleteGreat information, I got a lot of new information from this blog.

ReplyDeleteData Science course in Tambaram

Data Science Training in Anna Nagar

Data Science Training in T Nagar

Data Science Training in Porur

Data Science Training in OMR

ReplyDeleteNice article and your explanation way is too good. Thank for that...!

Pega Training in Chennai

Pega Course in Chennai

Excel Training in Chennai

Corporate Training in Chennai

Embedded System Course Chennai

Linux Training in Chennai

Spark Training in Chennai

Tableau Training in Chennai

Oracle Training in Chennai

Oracle DBA Training in Chennai

I was really impressed to see this blog, it was very interesting and it is very useful for all.

ReplyDeletehow to convert list to string in python

data structures using python

polymorphism in oops

numpy in python

python interview questions and answers for testers

convert string to list python

ReplyDeleteit’s really nice and meanful. it’s really cool blog. Linking is very useful thing.you have really helped lots of people who visit blog and provide them usefull information.

Data Science Training in Hyderabad

I am really happy to say it’s an interesting post to read . I learn new information from your article , you are doing a great job . Keep it up

Devops Training in USA

Hadoop Training in Hyderabad

Python Training in Hyderabad

ReplyDeleteit’s really nice and meanful. it’s really cool blog. Linking is very useful thing.you have really helped lots of people who visit blog and provide them usefull information.

Data Science Training in Hyderabad

I am really happy to say it’s an interesting post to read . I learn new information from your article , you are doing a great job . Keep it up

Devops Training in USA

Hadoop Training in Hyderabad

Python Training in Hyderabad

ReplyDeleteI am really happy to say it’s an interesting post to read . I learn new information from your article , you are doing a great job . Keep it up

Data Science Training in Hyderabad

Devops Training in USA

Hadoop Training in Hyderabad

Python Training in Hyderabad

Well Explained Content thanks For Sharing The Information With Us data science training in Hyderabad

ReplyDeleteThe python programming language is a modern web programming language that was originally conceived and developed by Guido van Rossum in the 1980s. Since that time, Python has evolved into a high-performance programming language that is modular and extensible. data science course in india

ReplyDeleteI’m happy I located this blog! From time to time, students want to cognitive the keys of productive literary essays composing. Your first-class knowledge about this good post can become a proper basis for such people. nice one

ReplyDeletebest online data science courses

New site is solid. A debt of gratitude is in order for the colossal exertion. ExcelR Data Analytics Courses

ReplyDeletehello sir,

ReplyDeletethanks for giving that type of information. I am really happy to visit your blog.Leading Solar company in Andhra Pradesh

I want to say thanks to you. I have bookmark your site for future updates. ExcelR Data Analyst Course

ReplyDeleteExcelR provides data analytics courses. It is a great platform for those who want to learn and become a data analytics Course. Students are tutored by professionals who have a degree in a particular topic. It is a great opportunity to learn and grow.

ReplyDeletedata analytics courses

data analytics course

Great Post! IT helps me to gain my knowledge. Thanks for Sharing with us .

ReplyDeleteclinical research courses in pune