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Software Project Lab II
Project Name: Blog Bee
BlogBee
Presented By
Md. Rakib Trofder
BSSE-1129
Md. Muktar Hosen
BSSE-1116
Supervised By:
Kishan Kumar Ganguly
Assistant Professor
Institute of Information
Technology
University of Dhaka
2
Overview of BlogBee
BlogBee is a blog based social media where we can read
blog with others. Those blogs are auto generated from
youtube videos, our application provide item based
recommendations and classify blog.
3
Item based Recommendation
● Collecting real data from user to rate blogs
● Convert to CSR (Compressed Sparse Row) Matrix
● Cosine similarity for this matrix
● Implement K Nearest Neighbors
● Find out appropriate blogs that are best suitable for
specific user
4
Blog Classification
● Fetch Data from Sklearn Dataset to train
the algorithm
● CountVectorizer
● TF IDF Transformer
● Stochastic Gradient Descent Classifier
5
Miscellaneous
● Video to Text Conversion
● Auto Updating user rating dataset when user rate on
blog and then recommended according to updated
dataset
6
Quality Function Deployment
Normal requirements
◦ Web-Based Application
◦ Display Blog content from Youtube Videos
◦ Recommendation of contents according to user's previous
search
◦ Adding Blogs in favorite list
◦ Rating System
7
Quality Function Deployment
Expected requirements
◦ Simple and user-friendly interface
◦ Authentication system
◦ Privacy on user information
◦ User History
8
Quality Function Deployment
Exciting requirements
◦ Auto-tagging of contents
◦ User rating based on real-time recommendation
9
Roadmap
10
1 3 5
6
4
2
Youtube to Blog
Conversion Building Front
End
Item Based
Recommendation
Text
Classification
Collecting User
Data
Auto Updating
Recommendation
using data
Thank You

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Mechanism behind BlogBee Application

  • 1. Software Project Lab II Project Name: Blog Bee
  • 2. BlogBee Presented By Md. Rakib Trofder BSSE-1129 Md. Muktar Hosen BSSE-1116 Supervised By: Kishan Kumar Ganguly Assistant Professor Institute of Information Technology University of Dhaka 2
  • 3. Overview of BlogBee BlogBee is a blog based social media where we can read blog with others. Those blogs are auto generated from youtube videos, our application provide item based recommendations and classify blog. 3
  • 4. Item based Recommendation ● Collecting real data from user to rate blogs ● Convert to CSR (Compressed Sparse Row) Matrix ● Cosine similarity for this matrix ● Implement K Nearest Neighbors ● Find out appropriate blogs that are best suitable for specific user 4
  • 5. Blog Classification ● Fetch Data from Sklearn Dataset to train the algorithm ● CountVectorizer ● TF IDF Transformer ● Stochastic Gradient Descent Classifier 5
  • 6. Miscellaneous ● Video to Text Conversion ● Auto Updating user rating dataset when user rate on blog and then recommended according to updated dataset 6
  • 7. Quality Function Deployment Normal requirements ◦ Web-Based Application ◦ Display Blog content from Youtube Videos ◦ Recommendation of contents according to user's previous search ◦ Adding Blogs in favorite list ◦ Rating System 7
  • 8. Quality Function Deployment Expected requirements ◦ Simple and user-friendly interface ◦ Authentication system ◦ Privacy on user information ◦ User History 8
  • 9. Quality Function Deployment Exciting requirements ◦ Auto-tagging of contents ◦ User rating based on real-time recommendation 9
  • 10. Roadmap 10 1 3 5 6 4 2 Youtube to Blog Conversion Building Front End Item Based Recommendation Text Classification Collecting User Data Auto Updating Recommendation using data