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AKHIL BHARATIYA MARATHA SHIKSHAN PARISHAD'S
ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH PUNE
Department of Electronics and Telecommunication Engineering
Academic year 2022-2023
Project Guide:- Prof. Snehal Veer
2
Literature Survey
Library management
Recommendation System
Feedback System​
Robotic Arm
System Overview
Results
References
Conclusion
Contents
8/05/20XX Conference Presentation 3
Sr.No Title of Paper Name of the
Journal/Conference
Key finding
1 “EMG Controlled Bionic Robotic Arm using
Artificial Intelligence and Machine
Learning”
2020 IEEE Region 10
Symposium (TENSYMP),
5-7 June 2020, Dhaka,
Bangladesh
The research proposes the use of
various machine learning algorithms
for gesture recognition. These
algorithms are trained on sEMG
recordings collected from hand
muscles.
2 “Designing and Developing a Chatbot Using
Machine Learning”
2020 9th International
Congress on Advanced
Applied Informatics (IIAI-
AAI)
In this they used deep learning
algorithms provide a powerful
framework for learning and
extracting knowledge from large and
complex datasets, enabling machines
to make accurate predictions,
classifications, and generate valuable
insights.
3 “AI and Web-Based Human-Like Interactive
University Chatbot (UNIBOT)”
Proceedings of the 2019
Third International
Conference on Electronics
Communication and
Aerospace Technology.
In this paper is chatbot is developed
using PHP programming language,
which is commonly used for web
development and can easily integrate
with existing websites.
Literature Survey
4
Sr.No Title of Paper Name of the
Journal/Conference
Key finding
4 “Smart College Chatbot Using Ml and Python” 2020 Institute of Electrical
and Electronics
Engineers [IEEE]
In this project we studied to made a
college specific chatbot system that
can be custom fitted to education
domain chatbot
5 “An Intelligent Web App Chatbot” 2020 International
Conference on Smart
Technologies in Computing,
Electrical
and Electronics.
In this paper, they used Microsoft
Cloud service platform along
with its machine learning AI is used
for building the bot.
6 “A Platform for Human- Chatbot Interaction
Using Python”
2018 Institute of Electrical
and Electronics Engineers
[IEEE]
In this paper we studied the analysis
of different chatbots and create our
own client using
python and web-based applications
7 “Enhancing College Chat Bot Assistant with the
Help of Richer Human Computer
Interaction and Speech Recognition”
2020 International
Conference on Electronics
and Sustainable
Communication
Systems
In this paper ,User can provide the
feedback by pressing
like and dislike buttons based on the
replied received
to their query.
Sr.No Title of Paper Name of the
Journal/Conference
Key finding
8 “Enhancing College Chat Bot Assistant with the
Help of Richer Human Computer
Interaction and Speech Recognition”
2020 International
Conference on Electronics
and Sustainable
Communication
Systems
To check the accuracy of chatbot,
same query has been asked in
different form by changing
the wordings of sentences and
appending various
especial characters and irrelevant
words.
9 “An AI-Based Methodology for the Automatic
Classification of a Multiclass E-book
Collection Using Information from the Tables of
Contents”
2020 Institute of Electrical
and Electronics Engineers
[IEEE]
In this paper, we investigated the use
of an unsupervised
NN (SOM) and two DNN
architectures to assess the classi
cation performances of the methods
in a multiclass setting.
10 “Book Recommendation System with
TensorFlow”
2021 7th International
Conference on Advanced
Computing &
Communication
Systems (ICACCS)
In this paper we have to add
tensorflow techniques to make a
recommendation system stable and
recommend the relevant
kind of books to the user in the
efficient and simple manner.
11 “Construction of Smart Library System Based on
Book Information Retrieval”
Proceedings of the Fifth
International Conference on
Intelligent Computing and
Control Systems (ICICCS
2021)
They used three methods:
APP, WeChat Official Account and
WeChat Mini Program as
the entrance to the mobile smart
library
Sr.No Title of Paper Name of the
Journal/Conference
Key finding
12 “A Collaborative Filtering Based Library Book
Recommendation System”
2018 5th International
Conference on Business and
Industrial Research (ICBIR),
Bangkok, Thailand
They conducted a
recommendation experiment using
the collaborative filtering.
Book borrowing records with time
stamps are used to construct
rating matrix
13 “Construction of Smart Library System Based on
Book Information Retrieval”
date of publication June 26,
2019
In this paper, texture and the local
information entropy are
used to joint ly reflect regional
compactness information
14 “A Survey on Sentiment Analysis” 2021 International
conference of cloud
computing, Data science
and Engineering)
In this paper survey done on
sentiment Algorithm
11 “Sentiment Analysis using Machine Learning and
Deep Learning”
2020 IEEE In this paper ,tweet data is collected
and then passed.
8 / 0 5 / 2 0 X X 7
Library
Management
Book Recommendation
System
Sentimental
Analysis
Chat-Bot
Android controlled
Robotic Arm
Display Top 5
Books
Web Interface
Import
Python Libraries
Upload
Databases
Data Preprocessing
Filtering Method
Start
Recommendation System
• Databases-book.csv,ratings.csv,users.csv
• Recommender Systems-Collaborative
Filtering Based, Popularity Based
• Programming Languages- Python, HTML
• Tools & Libraries- JupyterNotebook ,
Numpy , Pandas, pickle
Conference Presentation 9
Recommendation
Recommendation
System
Customer’s
Interest
Ratings
Best Pick
Upload databases
Build the Text
Classifier
Data Preprocessing
Train The Model
Web interface
Sentiments
Feedback System
• Databases-book.csv,ratings.csv,users.csv
• Programming Languages- Python
• Tools & Libraries- Pandas,Matplotlib,TensorFlow
Robotic Arm
Arduino Uno
Hc 05 Bluetooth
Model
Dc motor 1
Dc motor 3
Motor Controlled
shield for Arduino
Dc motor2
Dc motor 4
Battery
Robotic Car
• Microcontroller-Arduino Uno
• Programming Languages- C/C++
• Tools & Libraries- Arduino IDE
Robotic Arm
Matching The
Best Probability
Testing The Long
Response
Counts Words in
predefined
message
Calculate the
percent of
recognized word
Simplifies The
Response creation
Chat-Bot System
Start User Input
Understanding
the response
8/05/20XX 15
SYSTEM
OVERVIEW
The Coding Part…..
19
Results
References
1] Farhan Fuad Rupom, Shafaitul Jannat, Farjana Ferdousi Tamanna, Md. Motaharul, “EMG
Controlled Bionic Robotic Arm using Artificial Intelligence and Machine Learning”, 2020 IEEE
Region 10 Symposium (TENSYMP), 5-7 June 2020, Dhaka, Bangladesh.
2] Praveen Kumar, Mayank Sharma, Seema Rawat, Tanupriya Choudhury, “Designing and
Developing a Chatbot Using Machine Learning”,2018 International Conference on System
Modeling & Advancement in Research Trends
3] Neelkumar P. Patel1, Devangi R. Parikh, Prof. Darshan A. Patel, Prof. Ronak R. Patel, “AI
and Web-Based Human-Like Interactive University Chatbot (UNIBOT),” Proceedings of the
2019 Third International Conference on Electronics Communication and Aerospace
Technology.
4] Shaziya Banu , Shantala Devi Patil, “An Intelligent Web App Chatbot” , 2020 International
Conference on Smart Technologies in Computing, Electrical and Electronics.
5] Hrushikesh Koundinya K, Ajay Krishna Palakurthi, Vaishnavi Putnala, Dr. Ashok Kumar
K, “Smart College Chatbot Using Ml and Python”, 2020 Institute of Electrical and Electronics
Engineers [IEEE].
6] Bhaumik Kohli, Shilpi Sharma, Praveen Kumar, “A Platform for Human- Chatbot Interaction
Using Python”, 2018 Institute of Electrical and Electronics Engineers [IEEE].
7] Sangeeta Kumari, Zaid Naikwadi, Akshay Akole, Purushottam Darshankar , “Enhancing
College Chat Bot Assistant with the Help of Richer Human Computer Interaction and Speech
Recognition”, 2020 International Conference on Electronics and Sustainable Communication
Systems.
8] Satyendra Praneel Reddy Karri, Dr.B.Santhosh Kumar, “Enhancing College Chat Bot
Assistant with the Help of Richer Human Computer Interaction and Speech Recognition”, 2020
International Conference on Electronics and Sustainable Communication Systems.
9] Eleni Giannopoulou, Nikolas Mitrou, “An AI-Based Methodology for the Automatic
Classification of a Multiclass E-book Collection Using Information from the Tables of
Contents”, 2020 Institute of Electrical and Electronics Engineers [IEEE].
10] Anandaraj A, Yeshwanth Ram P, Sri Ram Kumar K, Revanth M, Praveen R, “Book
Recommendation System with TensorFlow”, 2021 7th International Conference on Advanced
Computing & Communication Systems (ICACCS).
11] Chaloemphon Sirikayon, Panita Thusaranon, Piyalak Pongtawevirat, “A Collaborative
Filtering Based Library Book Recommendation System”,2018 5th International Conference on
Business and Industrial Research (ICBIR), Bangkok, Thailand.
12] Yongjie Zhang,“Construction of Smart Library System Based on Book Information
Retrieval”,Proceedings of the Fifth International Conference on Intelligent Computing and
Control Systems (ICICCS 2021).
13] Ruijun Liu, Yuqian Shi, Changjiang, Ming Jia ,“Construction of Smart Library System
Based on Book Information Retrieval”,date of publication June 26, 2019
14] Yogesh Chandra, Antoreep Jana,“Sentiment Analysis using Machine Learning and Deep
Learning”,2020 IEEE
In Library System, Our main Customer’s are readers & we deliver Smart AI-based
College Library System which optimizes the library experience, making it more
personalized, efficient, and user-friendly. By harnessing the power of AI, sentiment
analysis, and robotics, this system transforms the traditional library into a
technologically advanced hub of knowledge, offering enhanced book recommendations,
convenient interactions, and streamlined operations.
Conclusion
Our Achievements..
8/05/20XX 29

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Smart AI Based Solutions And Services For College Library System.pptx

  • 1. AKHIL BHARATIYA MARATHA SHIKSHAN PARISHAD'S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH PUNE Department of Electronics and Telecommunication Engineering Academic year 2022-2023 Project Guide:- Prof. Snehal Veer
  • 2. 2 Literature Survey Library management Recommendation System Feedback System​ Robotic Arm System Overview Results References Conclusion Contents
  • 3. 8/05/20XX Conference Presentation 3 Sr.No Title of Paper Name of the Journal/Conference Key finding 1 “EMG Controlled Bionic Robotic Arm using Artificial Intelligence and Machine Learning” 2020 IEEE Region 10 Symposium (TENSYMP), 5-7 June 2020, Dhaka, Bangladesh The research proposes the use of various machine learning algorithms for gesture recognition. These algorithms are trained on sEMG recordings collected from hand muscles. 2 “Designing and Developing a Chatbot Using Machine Learning” 2020 9th International Congress on Advanced Applied Informatics (IIAI- AAI) In this they used deep learning algorithms provide a powerful framework for learning and extracting knowledge from large and complex datasets, enabling machines to make accurate predictions, classifications, and generate valuable insights. 3 “AI and Web-Based Human-Like Interactive University Chatbot (UNIBOT)” Proceedings of the 2019 Third International Conference on Electronics Communication and Aerospace Technology. In this paper is chatbot is developed using PHP programming language, which is commonly used for web development and can easily integrate with existing websites. Literature Survey
  • 4. 4 Sr.No Title of Paper Name of the Journal/Conference Key finding 4 “Smart College Chatbot Using Ml and Python” 2020 Institute of Electrical and Electronics Engineers [IEEE] In this project we studied to made a college specific chatbot system that can be custom fitted to education domain chatbot 5 “An Intelligent Web App Chatbot” 2020 International Conference on Smart Technologies in Computing, Electrical and Electronics. In this paper, they used Microsoft Cloud service platform along with its machine learning AI is used for building the bot. 6 “A Platform for Human- Chatbot Interaction Using Python” 2018 Institute of Electrical and Electronics Engineers [IEEE] In this paper we studied the analysis of different chatbots and create our own client using python and web-based applications 7 “Enhancing College Chat Bot Assistant with the Help of Richer Human Computer Interaction and Speech Recognition” 2020 International Conference on Electronics and Sustainable Communication Systems In this paper ,User can provide the feedback by pressing like and dislike buttons based on the replied received to their query.
  • 5. Sr.No Title of Paper Name of the Journal/Conference Key finding 8 “Enhancing College Chat Bot Assistant with the Help of Richer Human Computer Interaction and Speech Recognition” 2020 International Conference on Electronics and Sustainable Communication Systems To check the accuracy of chatbot, same query has been asked in different form by changing the wordings of sentences and appending various especial characters and irrelevant words. 9 “An AI-Based Methodology for the Automatic Classification of a Multiclass E-book Collection Using Information from the Tables of Contents” 2020 Institute of Electrical and Electronics Engineers [IEEE] In this paper, we investigated the use of an unsupervised NN (SOM) and two DNN architectures to assess the classi cation performances of the methods in a multiclass setting. 10 “Book Recommendation System with TensorFlow” 2021 7th International Conference on Advanced Computing & Communication Systems (ICACCS) In this paper we have to add tensorflow techniques to make a recommendation system stable and recommend the relevant kind of books to the user in the efficient and simple manner. 11 “Construction of Smart Library System Based on Book Information Retrieval” Proceedings of the Fifth International Conference on Intelligent Computing and Control Systems (ICICCS 2021) They used three methods: APP, WeChat Official Account and WeChat Mini Program as the entrance to the mobile smart library
  • 6. Sr.No Title of Paper Name of the Journal/Conference Key finding 12 “A Collaborative Filtering Based Library Book Recommendation System” 2018 5th International Conference on Business and Industrial Research (ICBIR), Bangkok, Thailand They conducted a recommendation experiment using the collaborative filtering. Book borrowing records with time stamps are used to construct rating matrix 13 “Construction of Smart Library System Based on Book Information Retrieval” date of publication June 26, 2019 In this paper, texture and the local information entropy are used to joint ly reflect regional compactness information 14 “A Survey on Sentiment Analysis” 2021 International conference of cloud computing, Data science and Engineering) In this paper survey done on sentiment Algorithm 11 “Sentiment Analysis using Machine Learning and Deep Learning” 2020 IEEE In this paper ,tweet data is collected and then passed.
  • 7. 8 / 0 5 / 2 0 X X 7 Library Management Book Recommendation System Sentimental Analysis Chat-Bot Android controlled Robotic Arm
  • 8. Display Top 5 Books Web Interface Import Python Libraries Upload Databases Data Preprocessing Filtering Method Start Recommendation System • Databases-book.csv,ratings.csv,users.csv • Recommender Systems-Collaborative Filtering Based, Popularity Based • Programming Languages- Python, HTML • Tools & Libraries- JupyterNotebook , Numpy , Pandas, pickle
  • 10. Upload databases Build the Text Classifier Data Preprocessing Train The Model Web interface Sentiments Feedback System • Databases-book.csv,ratings.csv,users.csv • Programming Languages- Python • Tools & Libraries- Pandas,Matplotlib,TensorFlow
  • 12. Arduino Uno Hc 05 Bluetooth Model Dc motor 1 Dc motor 3 Motor Controlled shield for Arduino Dc motor2 Dc motor 4 Battery Robotic Car
  • 13. • Microcontroller-Arduino Uno • Programming Languages- C/C++ • Tools & Libraries- Arduino IDE Robotic Arm
  • 14. Matching The Best Probability Testing The Long Response Counts Words in predefined message Calculate the percent of recognized word Simplifies The Response creation Chat-Bot System Start User Input Understanding the response
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  • 23. References 1] Farhan Fuad Rupom, Shafaitul Jannat, Farjana Ferdousi Tamanna, Md. Motaharul, “EMG Controlled Bionic Robotic Arm using Artificial Intelligence and Machine Learning”, 2020 IEEE Region 10 Symposium (TENSYMP), 5-7 June 2020, Dhaka, Bangladesh. 2] Praveen Kumar, Mayank Sharma, Seema Rawat, Tanupriya Choudhury, “Designing and Developing a Chatbot Using Machine Learning”,2018 International Conference on System Modeling & Advancement in Research Trends 3] Neelkumar P. Patel1, Devangi R. Parikh, Prof. Darshan A. Patel, Prof. Ronak R. Patel, “AI and Web-Based Human-Like Interactive University Chatbot (UNIBOT),” Proceedings of the 2019 Third International Conference on Electronics Communication and Aerospace Technology. 4] Shaziya Banu , Shantala Devi Patil, “An Intelligent Web App Chatbot” , 2020 International Conference on Smart Technologies in Computing, Electrical and Electronics. 5] Hrushikesh Koundinya K, Ajay Krishna Palakurthi, Vaishnavi Putnala, Dr. Ashok Kumar K, “Smart College Chatbot Using Ml and Python”, 2020 Institute of Electrical and Electronics Engineers [IEEE].
  • 24. 6] Bhaumik Kohli, Shilpi Sharma, Praveen Kumar, “A Platform for Human- Chatbot Interaction Using Python”, 2018 Institute of Electrical and Electronics Engineers [IEEE]. 7] Sangeeta Kumari, Zaid Naikwadi, Akshay Akole, Purushottam Darshankar , “Enhancing College Chat Bot Assistant with the Help of Richer Human Computer Interaction and Speech Recognition”, 2020 International Conference on Electronics and Sustainable Communication Systems. 8] Satyendra Praneel Reddy Karri, Dr.B.Santhosh Kumar, “Enhancing College Chat Bot Assistant with the Help of Richer Human Computer Interaction and Speech Recognition”, 2020 International Conference on Electronics and Sustainable Communication Systems. 9] Eleni Giannopoulou, Nikolas Mitrou, “An AI-Based Methodology for the Automatic Classification of a Multiclass E-book Collection Using Information from the Tables of Contents”, 2020 Institute of Electrical and Electronics Engineers [IEEE]. 10] Anandaraj A, Yeshwanth Ram P, Sri Ram Kumar K, Revanth M, Praveen R, “Book Recommendation System with TensorFlow”, 2021 7th International Conference on Advanced Computing & Communication Systems (ICACCS). 11] Chaloemphon Sirikayon, Panita Thusaranon, Piyalak Pongtawevirat, “A Collaborative Filtering Based Library Book Recommendation System”,2018 5th International Conference on Business and Industrial Research (ICBIR), Bangkok, Thailand.
  • 25. 12] Yongjie Zhang,“Construction of Smart Library System Based on Book Information Retrieval”,Proceedings of the Fifth International Conference on Intelligent Computing and Control Systems (ICICCS 2021). 13] Ruijun Liu, Yuqian Shi, Changjiang, Ming Jia ,“Construction of Smart Library System Based on Book Information Retrieval”,date of publication June 26, 2019 14] Yogesh Chandra, Antoreep Jana,“Sentiment Analysis using Machine Learning and Deep Learning”,2020 IEEE
  • 26. In Library System, Our main Customer’s are readers & we deliver Smart AI-based College Library System which optimizes the library experience, making it more personalized, efficient, and user-friendly. By harnessing the power of AI, sentiment analysis, and robotics, this system transforms the traditional library into a technologically advanced hub of knowledge, offering enhanced book recommendations, convenient interactions, and streamlined operations. Conclusion
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