### A Distributed Bayesian Spam Filtering using Hadoop Map/Reduce

In addressing the growing problem of junk email on the Internet, I examined methods for the automated construction of filters to eliminate such unwanted messages from a user's mail stream. One was "Bayesian Spam Filtering".
Bayesian email filters take advantage of Bayes' theorem. Bayes' theorem, in the context of spam, says that the probability that an email is spam, given that it has certain words in it, is equal to the probability of finding those certain words in spam email, times the probability that any email is spam, divided by the probability of finding those words in any email:

Pr(spam|words)=Pr(words|spam)Pr(spam)/Pr(words)


In this post, I'm introduce about the implementation of a Parallel Bayesian Spam Filtering Algorithm on the distributed system (Hadoop).

1. We can get the spam probability P(wordcategory) of the words from an files of category (bad/good e-mails) as describe below:

Update: --emit <category,probability> pairs and have the reducer simply sum-up
the probabilities for a given category.

Then, it'll be more simplified. :)

Map:
    /**
* Counts word frequency
*/
public void map(LongWritable key, Text value,
OutputCollector output, Reporter reporter)
throws IOException {
String line = value.toString();
String[] tokens = line.split(splitregex);

// For every word token
for (int i = 0; i < tokens.length; i++) {
String word = tokens[i].toLowerCase();
Matcher m = wordregex.matcher(word);
if (m.matches()) {
spamTotal++;
output.collect(new Text(word), count);
}
}
}

Reduce:
    /**
* Computes bad (or good) count / total bad (or good) words
*/
public void reduce(Text key, Iterator values,
OutputCollector output, Reporter reporter)
throws IOException {
int sum = 0;
while (values.hasNext()) {
sum += (int) values.next().get();
}

output.collect(key,
new FloatWritable((float) sum / spamTotal));
}

2. We can get a rBad/rGood value of same key in each data (spam probability set of the words), We are finished adding words so finalize the results () such as a join map/reduce as describe below:
    /**
* Implement bayes rules to computer
* how likely this word is "spam"
*/
public void finalizeProb() {
if (rGood + rBad > 0)
if (pSpam < 0.01f)
pSpam = 0.01f;
else if (pSpam > 0.99f)
pSpam = 0.99f;
}


1. You probably want to smooth the estimates too (especially for zero counts ie unknown tokens).

A simple approach is "add one": for some count n, pretend you saw it n+1 times.

2. Oh, Good point, miles!! Thanks for your review. :)

3. The materials should be small and definitive, that is to say, distributed algorithm won't much help in this case. But nice example for Map/Reduce.

4. I agree with you in part that should be small and definitive, But I thought per-user based bayesian for a large-scale web-mail service, There are a lot of users. ;)

5. Updating with the recent skills and applying it is the only tactic to live in our vocation. You have done really a great job by sharing this blog in here. Keep writing blog like this. .Hadoop Training in Bangalore | Data Science Training in Bangalore

6. very nice blog it was useful

7. really awesome blog It was helpful.

8. Go to the BGAOC website and get instant winnings best internet casino in the world Do not miss your chance.

9. Современная диодная лента по всем стандартам отличного качества я обычно беру у компании Ekodio

10. data science course bangalore is the best data science course

11. We as a team of real-time industrial experience with a lot of knowledge in developing applications in python programming (7+ years) will ensure that we will deliver our best in python training in vijayawada. , and we believe that no one matches us in this context.

12. Nice blog,I understood the topic very clearly,And want to study more like this.
Data Scientist Course

13. I have to search sites with relevant information on given topic and provide them to teacher our opinion and the article.

machine learning course

artificial intelligence course in mumbai

14. Attend The Data Analytics Courses From ExcelR. Practical Data Analytics Courses Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Data Analytics Courses.
ExcelR Data Analytics Courses
Data Science Interview Questions

15. Great post it's amazing blog Thanks a lot

Artificial Intelligence Course Training In Hyderabad

16. I am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work.

artificial Intelligence course

machine learning courses in mumbai

17. Great post!! Thanks for sharing...
Web Designing Course in Bangalore

18. Excellent Blog! I would like to thank for the efforts you have made in writing this post. I am hoping the same best work from you in the future as well. I wanted to thank you for this websites! Thanks for sharing. Great websites!
AI course in mumbai

19. Excellent Blog! Great Work and informative
artificial intelligence course in mumbai

20. Nice Blog !good information
artificial intelligence course in mumbai

21. 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

22. I think this is one of the most significant information for me. And I’m glad reading your article. Thanks for sharing!

23. Hi, Thanks for sharing wonderful articles...

24. Nice Post ! The concept has been explained very well. Thanks for sharing...

25. Hi, Thanks for sharing nice articles...

Data science Interview Questions
Data Science Course

27. Hi, Thanks for sharing nice articles...

28. Hi, Thanks for sharing wonderful articles...

Correlation vs Covariance

30. Hi, Thanks for sharing nice articles...

31. Very few authors can convince me in their mind. You've worked superbly of doing that on a large number of your perspectives here.

SEO 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

Correlation vs Covariance
Simple linear regression

33. Excellent post.I want to thank you for this informative read, I really appreciate sharing this great post.Keep up your work
Data Science Certification in Bangalore

34. Your article has aroused my curiosity. This is unquestionably a mastermind's article with incredible substance and intriguing perspectives. I concur partially with a great deal of this substance. Much thanks to you for sharing this educational material.

Online 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

Data Science Course in Bangalore

36. Thanks for sharing this information. I really like your blog post very much. You have really shared a informative and interesting blog post with people..
Data Science Training in Bangalore

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

38. I feel really happy to have seen your web page and look forward to so many more entertaining times reading here. Thanks once more for all the details.

39. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!
Learn best training course:

40. The context has been explained really well. Looking forward to see more of such informative updates

41. Interesting post. I Have Been wondering about this issue, so thanks for posting. Pretty cool post.It 's really very nice and Useful post.Thanks
data science course malaysia

42. I’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

Data Science Course

43. I recently came across your article and have been reading along. I want to express my admiration of your writing skill and ability to make readers read from the beginning to the end. I would like to read newer posts and to share my thoughts with you.

Data Science Training

44. I am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work.
Data Science Certification in Bangalore

45. 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.
Data Analyst Course

46. I must abide that you are highly trained at influential writing as I am highly convinced to share your views.
SAP training in Mumbai
SAP course in Mumbai
SAP training institute Mumbai

SAP training in Kolkata
SAP course in kolkata
SAP training institute in Kolkata

48. It is perfect time to make some plans for the future and it is time to be happy. I've read this post and if I could I desire to suggest you some interesting things or suggestions. Perhaps you could write next articles referring to this article. I want to read more things about it!
360DigiTMG data science training in indore

49. Thanks For Sharing The Information With Us.

50. Such a very useful article. Very interesting to read this article. I would like to thank you for the efforts you had made for writing this awesome article.
Data Science Course in Pune
Data Science Training in Pune

51. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it.
Data Analytics Course in Pune
Data Analytics Training in Pune

52. Very interesting blog. Many blogs I see these days do not really provide anything that attracts others, but believe me the way you interact is literally awesome.You can also check my articles as well.

Data Science In Banglore With Placements
Data Science Course In Bangalore
Data Science Training In Bangalore
Best Data Science Courses In Bangalore
Data Science Institute In Bangalore

Thank you..

53. 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.
Data Analyst Course

54. Writing with style and getting good compliments on the article is quite hard, to be honest.But you've done it so calmly and with so cool feeling and you've nailed the job. This article is possessed with style and I am giving good compliment. Best!
Data Science Course in Bangalore

55. Wow! Such an amazing and helpful post this is. I really really love it. It's so good and so awesome. I am just amazed. I hope that you continue to do your work like this in the future also.
Data Science Training in Bangalore

56. 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.
Data Analyst Course

57. Anonymous17/7/20 06:35
58. Attend The Artificial Intelligence course From ExcelR. Practical Artificial Intelligence course Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Artificial Intelligence course.
Artificial Intelligence Course

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

Correlation vs Covariance
Simple linear regression
data science interview questions

62. really awesome post this is. Truly, one of the best posts I've ever witnessed to see in my whole life. Wow, just keep it up. Learn best Ethical Hacking Course in Bangalore

63. You might comment on the order system of the blog. You should chat it's splendid. Your blog audit would swell up your visitors. I was very pleased to find this site.I wanted to thank you for this great read!!. Learn best Ethical Hacking Training in Bangalore

64. Really nice and interesting post. I was looking for this kind of information and enjoyed reading this one. Keep posting. Thanks for sharing.
iot course training in guduvanchery

65. https://blog.udanax.org/2008/10/parallel-bayesian-spam-filtering-using.html

66. Cool stuff you have and you keep overhaul every one of us
data science certification

67. Very impressive and interesting blog found to be well written in a simple manner that everyone will understand and gain the enough knowledge from your blog being more informative is an added advantage for the users who are going through it. Once again nice blog keep it up.

360DigiTMG Data Analytics Course

68. I am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work.

data science interview questions

69. 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.

Simple Linear Regression

Correlation vs covariance

KNN Algorithm

70. 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, best data science courses in Hyderabad

71. Fabulous blog found to be Very impressive and interesting to come across such an awesome blog. I would really thank the blogger to come up with the content which motivates the readers to be up to date with the fast growing technology in the current era. Once again nice blog keep it up and keep sharing the content as always.

360DigiTMG Tableau Course

72. I am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work.

73. Mindblowing blog appreciating your endless efforts in developing a truly transparent content. Which probably the best one to come across disclosing the content which people might not aware of it. Thanks for bringing out the amazing content and keep sharing more further.

360DigiTMG PMP Certification Course

74. 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 course in Hyderabad

75. Very useful message. This is my first time visiting here. I found a lot of interesting things on your blog, especially your discussion. It really is a great article. Keep on going.

360DigiTMG Data Science Courses

76. I have read your article, it is very informative and useful to me, I admire the valuable information you offer in your articles. Thanks for posting it ...

360DigiTMG Data Science Certification

77. I really loved reading your blog. I also found your posts very interesting. In fact, after reading, I had to go show it to my friend and he enjoyed it as well!!!!

78. Very impressive and interesting blog learnt lot of new things thanks for sharing.
360DigiTMG Data Science Training in Hyderabad

79. Highly informative article. This site has lots of information and it is useful for us. Thanks for sharing your views.

80. That is a good tip particularly to those fresh to the blogosphere. Short but very accurate info… Many thanks for sharing this one. A must read post!

82. I am overwhelmed by your blog post, information provided was of great help thank you.
Data Analytics Certification Training 360DigiTMG

83. 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.
Correlation vs Covariance
Simple Linear Regression
data science interview questions
KNN Algorithm
Logistic Regression explained

84. Thank you for helping people get the information they need. Great stuff as usual. Keep up the great work!!!
360digitmg

85. This was certainly one of my preferred web journals. Each post distributed impressed me.
data science courses in delhi

86. I feel very grateful that I read this. It is very helpful and very informative and I really learned a lot from it. 360DigiTMG

87. Great post i must say and thanks for the information. Education is definitely a sticky subject. However, is still among the leading topics of our time. I appreciate your post and look forward to more.360digitmg

88. Her blog has given us valuable information to work on. Every tip in your post is amazing. Thank you so much for sharing. Keep blogging.

89. It's very educational and well-written content for a change. It's good to see that some people still understand how to write a great article!

Data Analytics Course in Bangalore

90. Highly appreciable regarding the uniqueness of the content. This perhaps makes the readers feels excited to get stick to the subject. Certainly, the learners would thank the blogger to come up with the innovative content which keeps the readers to be up to date to stand by the competition. Once again nice blog keep it up and keep sharing the content as always.

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

Simple Linear Regression

Correlation vs Covariance

92. I am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work. data science training in Hyderabad

93. I am stunned by the information that you have on this blog. It shows how well you fathom this subject.
360DigiTMG data science course in malaysia

94. Really nice and intriguing post. I was trying to find this sort of advice and appreciated reading this one. Keep posting. Thank you for sharing.
360DigiTMG Data Science Training Institute in Bangalore

95. Nice to be seeing your site once again, it's been weeks for me. This article which ive been waited for so long. I need this guide to complete my mission inside the school, and it's same issue together along with your essay. Thanks, pleasant share.
Data Science Course In Bangalore With Placement

96. Attend The Machine Learning Course Bangalore From ExcelR. Practical Machine Learning course Bangalore Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Machine Learning course Bangalore.
Machine Learning Course Bangalore

97. 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 sciecne course in hyderabad

98. Very informative message! There is so much information here that can help any business get started with a successful social media campaign!

99. Really, this article is truly one of the best in article history. I am a collector of old "items" and sometimes read new items if I find them interesting. And this one that I found quite fascinating and should be part of my collection. Very good work!

Data Analytics Course in Bangalore

100. 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.
Data Analyst Course

101. I found Habit to be a transparent site, a social hub that is a conglomerate of buyers and sellers willing to offer digital advice online at a decent cost.

Artificial Intelligence Course in Bangalore

102. Awesome article, information shared was resourceful and enjoyed reading it thanks for sharing.
typeerror nonetype object is not subscriptable

103. Fantastic article, information shared was very valuable found helpful and enjoyed reading this one. Thanks for sharing.

104. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Course in Bangalore

105. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Training in Bangalore

106. Nice Information Your first-class knowledge of this great job can become a suitable foundation for these people. I did some research on the subject and found that almost everyone will agree with your blog.
Cyber Security Course in Bangalore

107. Writing in style and getting good compliments on the article is hard enough, to be honest, but you did it so calmly and with such a great feeling and got the job done. This item is owned with style and I give it a nice compliment. Better!
Cyber Security Training in Bangalore

108. Top quality article with very fantastic information and unique content found very useful thanks for sharing.
Data Analytics Course Online

109. What a really awesome post this is. Truly, one of the best posts I've ever witnessed to see in my whole life. Wow, just keep it up.
Best Digital Marketing Courses in Hyderabad

110. Truly overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. Much obliged for sharing.data analytics course

111. Amazing web journal. I appreciated perusing your articles. This is really an incredible perused for me. I have bookmarked it and I am anticipating perusing new articles. Keep doing awesome!

112. Absolutely an extraordinary informative article. Hats off to you! The details which you have furnished is quite valuable. Learn best Tableau Course in Bangalore

113. They are produced by high level developers who will stand out for the creation of their polo dress. You will find Ron Lauren polo shirts in an exclusive range which includes private lessons for men and women.

Artificial Intelligence Course in Bangalore

114. Extremely overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. A debt of gratitude is in order for sharing.data science institutes in Hyderabad

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

116. I want to thank you for your efforts in writing this article. I look forward to the same best job from you in the future. PMP Certification in Hyderabad

117. I have bookmarked your website because this site contains valuable information in it. I am really happy with articles quality and presentation. Thanks a lot for keeping great stuff. I am very much thankful for this site.

118. Thank you for sharing such a useful post with us, it will useful for everybody, so keep it up that is decent work.data science training in Hyderabad

119. I've read this post and if I could I desire to suggest you some interesting things or suggestions. Perhaps you could write next articles referring to this article. I want to read more things about it!
data science training

120. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Course in Bangalore

121. Took me time to understand all of the comments, but I seriously enjoyed the write-up. It proved being really helpful to me and Im positive to all of the commenters right here! Its constantly nice when you can not only be informed, but also entertained! I am certain you had enjoyable writing this write-up.

122. I don t have the time at the moment to fully read your site but I have bookmarked it and also add your RSS feeds. I will be back in a day or two. thanks for a great site.

123. I've read this post and if I could I desire to suggest you some interesting things or suggestions. Perhaps you could write next articles referring to this article. I want to read more things about it!

124. I recently found a lot of useful information on your website, especially on this blog page. Among the many comments on your articles. Thanks for sharing.

125. This is a splendid website! I"m extremely content with the remarks!ExcelR Data Analytics Course

126. A good blog always comes-up with new and exciting information and while reading I have feel that this blog is really have all those quality that qualify a blog to be a one.

Best Institute for Data Science in Hyderabad

127. Hello! I just want to give a big thank you for the great information you have here in this post. I will probably come back to your blog soon for more information!

Data Analytics Course in Bangalore

128. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Training in Bangalore

129. 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.
Data Analyst Course

130. I recently came across your article and have been reading along. I want to express my admiration of your writing skill and ability to make readers read from the beginning to the end. I would like to read newer posts and to share my thoughts with you.
data science training

131. I am glad to discover this page. I have to thank you for the time I spent on this especially great reading !! I really liked each part and also bookmarked you for new information on your site.

Data Science Course in India

132. Anonymous3/1/21 00:43

I need to communicate my deference of your composing aptitude and capacity to make perusers read from the earliest starting point as far as possible. I might want to peruse more up to date presents and on share my musings with you.
big data course malaysia

133. Excellent blog!!! I got to know more useful information by reading your blog. Thanks for posting this blog.

Python Training Institute in Pune
Best Python Classes in Pune

134. Your content is very unique and understandable useful for the readers keep update more article like this.
certification of data science

135. This is an awesome motivating article.I am practically satisfied with your great work.You put truly extremely supportive data. Keep it up. Continue blogging. Hoping to pursuing your next post
Best Institutes For Digital Marketing in Hyderabad

136. This is most informative and also this post most user friendly and super navigation to all posts... Thank you so much for giving this information to me..
data scientist certification

137. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Course in Bangalore

138. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Course in Bangalore

139. I have to search sites with relevant information ,This is a
wonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Course in Bangalore

140. I am another client of this site so here I saw different articles and posts posted by this site,I inquisitive more enthusiasm for some of them trust you will give more data on this points in your next articles. data scientist training

141. Hello! I just wish to give an enormous thumbs up for the nice info you've got right here on this post. I will probably be coming back to your weblog for more soon!
Best Institute for Data Science in Hyderabad

142. It is imperative that we read blog post very carefully. I am already done it and find that this post is really amazing.

143. This Blog is very useful and informative.

144. Fantastic post! It is very useful for me and I really appreciated for this innovative content...
Full Stack Developer Course in Chennai
Full Stack Developer Training in Chennai
Full Stack Developer Course in Pune
MEAN Stack Training in Chennai

Data Science Course in Bangalore

146. Hello there to everyone, here everybody is sharing such information, so it's fussy to see this webpage, and I used to visit this blog day by day
data science courses in noida

147. Impressive. Your story always brings hope and new energy. Keep up the good work.
Best Institute for Data Science in Hyderabad

148. Nice article. I liked very much. All the information given by you are really helpful for my research. keep on posting your views.
data science malaysia

149. Wow, amazing post! Really engaging, thank you.
data science certification in noida

Azure Training in Chennai
Power BI Training in Chennai
Excel Training in Chennai

151. Innovative post! Thank you for posting the useful content and do well...
MVC Training in Chennai
Inplant Training in Chennai
Inplant Course in Chennai

152. I'm glad I found this blog! Occasionally, students want to know the keys to writing productive literary essays. Your first-class knowledge of this great job can become a suitable foundation for these people. Good...

Data Science Institutes in Bangalore

153. I recently found a lot of useful information on your website, especially on this blog page. Among the many comments on your articles. Thanks for sharing.

Best Data Science Courses in Bangalore

154. Truly quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. Much obliged for sharing.
data scientist certification

155. I am glad to discover this page. I have to thank you for the time I spent on this especially great reading !! I really liked each part and also bookmarked you for new information on your site.
Data Science Training in Chennai

156. Honestly speaking this blog is absolutely amazing in learning the subject that is building up the knowledge of every individual and enlarging to develop the skills which can be applied in to practical one. Finally, thanking the blogger to launch more further too.
Data Analytics online course

157. Very awesome!!! When I searched for this I found this website at the top of all blogs in search engines.

Data Science Training

158. I really enjoy every part and have bookmarked you to see the new things you post. Well done for this excellent article. Please keep this work of the same quality.
Artificial Intelligence course in Chennai

159. Fantastic blog with excellent information and valuable content just added your blog to my bookmarking sites thank for sharing.
Data Science Course in Chennai

160. Informative blog
Data Science Course

161. Very awesome!!! When I seek for this I found this website at the top of all blogs in search engine.

162. Really wonderful blog completely enjoyed reading and learning to gain vast knowledge. Eventually, this blog helps in developing certain skills which in turn helpful in implementing those skills. Thanking the blogger for delivering such beautiful content and keep posting the contents in the upcoming days.

Digital Marketing Training in Bangalore

163. I really enjoyed reading your blog. It was very well written and easy to understand. Unlike other blogs that I have read which are actually not very good. Thank you so much!

Data Science Training in Bangalore

164. The truly mind-blowing blog went amazed with the subject they have developed the content. This kind of post is really helpful to gain knowledge of unknown things which surely triggers to motivate and learn the new innovative contents. Hope you deliver the similar successive contents forthcoming as well.

Cyber Security Course

165. Honestly speaking this blog is absolutely amazing in learning the subject that is building up the knowledge of every individual and enlarging to develop the skills which can be applied into a practical one. Finally, thanking the blogger to launch more further.

Machine Learning Course in Bangalore

166. Informative blog

167. Thanks for posting the best information and the blog is very helpful.artificial intelligence course in hyderabad

168. Hello! I just wish to give an enormous thumbs up for the nice info you've got right here on this post. I will probably be coming back to your weblog for more soon!

169. i am glad to discover this page : i have to thank you for the time i spent on this especially great reading !! i really liked each part and also bookmarked you for new information on your site.
cyber security training in bangalore

170. I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
data analytics courses in bangalore

171. Thanks for posting the best information and the blog is very helpful.digital marketing institute in hyderabad

172. I am happy to visit here. Thanks to my friend who told me about this webpage, this blog is really awesome

173. This is a great inspiring article. I am pretty much pleased with your good work. You put really very helpful information.

174. Really wonderful blog completely enjoyed reading and learning to gain vast knowledge. Eventually, this blog helps in developing certain skills which in turn helpful in implementing those skills. Thanking the blogger for delivering such beautiful content and keep posting the contents in the upcoming days.

Digital Marketing Training in Bangalore

175. Highly appreciable regarding the uniqueness of the content. This perhaps makes the readers feel excited to get stick to the subject. Certainly, the learners would thank the blogger to come up with innovative content which keeps the readers to be up to date to stand by the competition. Once again nice blog keep it up and keep sharing the content as always.

Cyber Security Course

176. Truly incredible blog found to be very impressive due to which the learners who go through it will try to explore themselves with the content to develop the skills to an extreme level. Eventually, thanking the blogger to come up with such phenomenal content. Hope you arrive with similar content in the future as well.

Machine Learning Course in Bangalore

177. I really enjoyed reading your blog. It was very well written and easy to understand. Unlike other blogs that I have read which are actually not very good. Thank you so much!

Data Science Training in Bangalore

178. So luck to come across your excellent blog. Your blog brings me a great deal of fun.. Good luck with the site.

179. Great post i must say and thanks for the information. Education is definitely a sticky subject. However, is still among the leading topics of our time. I appreciate your post and look forward to more.
Data Science Course in Bangalore