Hello, I'm
Ananda Mohon Ghosh
Passionate ProgrammerMan needs difficulties in life because they are necessary to enjoy the success. - Dr. APJ Kalam
Hello, I'm
Passionate ProgrammerMan needs difficulties in life because they are necessary to enjoy the success. - Dr. APJ Kalam
Portfolio
Interests
Backend Engineering, Optimization, Computer Vision, Artificial Intelligence, Reinforcement Learning, Internet of Things
Live Educational Platforms and Profiles
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Stacked MH-GAN's
This proposed types of GAN was able to overcome three common problems of regular GAN's. To improve training stability and increase quality of generated data, Wasserstein GANs (WGANs) and Metropolis-Hastings GAN (MH-GAN) approaches were applied. Published Internation Journal in MDPI Engery Section availabel at -
Deep Learning: Edge-Cloud data Analytics
this paper investigates merging cloud and edge computing for IoT data analytics and presents a deep learning-based approach for data reduction on the edge with the machine learning on the cloud. Available at -
Remote Health Monitoring System through IoT
Smart System, IoT, HCI, Arduino, FidGet Sensors -
Development of a cross platform application for providing physical therapy for stroke related lower limb disabled patients through Gamification.
Gaming, HCI, Smart System -
A Cross platform Application to maximize the communication between doctor and patients(iMedico).
Mobile Application, HCI, Communication -
Heart Disease diagnosis through Random Forest and Data Mining Algorithms.
Big Data, Bioinformatics, HCI -
Pong Game
Artificial Intelligence vs Human Game
Pattern Recognition Tool
Includes Single Linkage, Avg. Linkage, Comp. Linkage, k-Means, Forgy's Algorithms
Simple LL(1) Parser
A partial project of compiler design.
Multi server Queuing Model Simulation Tool
Queuing Simulation Tool which is able to analyze more than 8 servers at a time.
Robotic Hand
Limited functional implementation of a machine hand.
Result Management System
A project which belongs to University Result Processing, Management & Publishing
Android Applications
ContactSpace, Blood Bank, iMedico-
Remote Health Monitoring System through IoT
Smart System, IoT, HCI, Arduino, FidGet SensorsAn IoT based smart system which allows people to remotely monitor their patients.
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Development of a cross platform application for providing physical therapy for stroke related lower limb disabled patients through Gamification.
Gaming, HCI, Smart SystemThis goal of this research is to gradually provide a physiotherapy through racing game which will be controlled by his legs. Literally it's a kind of racing game. However, it's speed will be controlled by a patient. At the same time the patient can have some exercise.
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A Cross platform Application to maximize the communication between doctor and patients(iMedico).
Mobile Application, HCI, CommunicationiMedico is a kind of mobile application to enrich the communication with between a patient physician. Here the user can be able to search and get appointment of a doctor easily. Also there will be a better way to communicate doctor by web surfing.
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Heart Disease diagnosis through Random Forest and Data Mining Algorithms.
Heart Disease diagnosis through Random Forest and Data Mining Algorithms. -
Pong Game
4th year, Term IIA project of Artificial Intelligence lab-work. This is actually a Human versus Computer Game. Technology used: Unity 3D with C#
Multi server Queuing Model Simulation Tool
3rd year, Term IIThis project was developed for testing the simulation system of a local garments factory as project of Simulation and Modeling Field-ware Project. Technology used: Java
Robotic Hand
3rd year, Term IIResult Management System,
Result Management System,Android Applications
ContactSpace, Blood Bank, iMedico
Published Internation Journal / Conferences
[1] Ghosh, Ananda Mohon; Ghosh, Ananda Mohon; and Grolinger, Katarina. "Edge-cloud computing for Internet of Things data analytics: Embedding intelligence in the edge with deep learning." IEEE Transactions on Industrial Informatics 17 (3), 2191-2200
[3] Fekri, Mohammad Navid; Ghosh, Ananda Mohon; and Grolinger, Katarina, "Generating Energy Data for Machine Learning with Recurrent Generative Adversarial Networks" Energies. 2020 Jan;13(1):130, MDPI.
[2] Ghosh, Ananda Mohon; and Grolinger, Katarina, "Deep Learning: Edge-Cloud IoT Data Analytics" Canadadian Conference of Electrical and Computer Engineering(CCECE), 2019, IEEE.
[1] Ghosh, Ananda Mohon; Halder, Debashish; and Hossain, SK Alamgir. "Remote health monitoring system through IoT." Informatics, Electronics and Vision (ICIEV), 2016 5th International Conference on. IEEE, 2016.
Personal Projects in Machine Learning
NLP: Sentiment Analysis Real Disaster or Not? Attended Kaggle competition, based on Tweets of different person, the target was to find whether is there any disaster is going to happen or not. LSTM based sequence to sequence model was designed with Embedding Layer for text vectorization. Developed with PyTorch with NLTK. [Kaggle Competition, 2020, Git]
Generate Your own Data using GAN's: Class Imbalance Problem, generate synthetic timeseries based power data with modified and advanced stacked genitive Advisory network (MH-GAN's), which is able to over come mode collapse, for stabilizing the power and fixing load balancing over power grid. Developed with Keras background supported by TF with BHO [2019]Git]
Housing Prices: Advanced Regression Techniques: Based on 83 different factors of a various houses how much price could be for a house, done with FFNN [Kaggle Competition, 2019, Git]
Segmentation and Classification of Satellite Image for Ice: , Water and Ice segmentation and classification of north polar images, was captured from satellite having compared with the ground truth, done with Pytorch CNN2D [Freelancing Project, Canada]
Previous Research Works and Projects
I used to work on on different research. Some of them are followed
Under graduate projects
I have completed several under graduate projects under the supervision of different professor. Here is some of my selected undergraduate projects.
Education
Western University
Masters of Engineering and Science in Software Engineering(ML & AI Specialization)
May, 2018 - April, 2020 Grade: 89%
Major Courses: Intro to Data Science, Data Analytics, Machine learning, Ethics and Artificial Intelligence
Khulna University
Bachelor of Computer Science and Engineering
2011 - 2015 CGPA: 3.39(out of 4)
Major Courses: Structured Programming, Object Oriented Programming, Calculus, Differential Calculus, Discrete Mathematics, Data Structures, Algorithms, Software Engineering, Information System, Database Systems, Mathematical Methods, Numerical Methods, Microprocessor and Micro-controllers, Operating System, System programming, Data Communication, Data Mining, Machine learning, System Simulation and Modelling, Human Computer Interaction, Artificial Intelligence
Govt. Sundarban College
Higher Secondary School Certificate
2008 - 2010GPA: 4.20(out of 5)
Group: Science
Major Courses: Physics, Chemistry, Higher Mathematics, Biology, English
Group: Science
Major Courses: Physics, Chemistry, Higher Mathematics, Biology, English
Dhuliapur High School
Secondary School Certificate
2008 GPA: 4.75(out of 5)
Group: Science
Major Courses: Physics, Chemistry, Mathematics, Biology, English
Group: Science
Major Courses: Physics, Chemistry, Mathematics, Biology, English
Skills
Language Skills
English, Bengali(native), & Hindi(moderate)
Machine Learning Skills
Machine Learning: MLP, CNN, RNN, NLP, AI, DL, RI
Machine Learning Framework: Pytorch, Keras, Linux Environment
Data Analytics: Hadoop HDFS, Hadoop YERN, Hadoop Map-Reduce, Spark
Web Skills
Framework Expertise: MVC4-6 with.Net Framework, Angular JS, Web API,
Database Expertise: SQL Server 2012, MySQl
Other Skills
Game Engine: Unity 3D
Hardware: Arduino UNO R3
Technical Report: LaTeX
Online Course Certifications
Machine Learnings, Coursera, Andrew Ng
Grade Achieved: 96.5%
License number:
5PCK2F3RMJBZ
Certification: URL
Grade Achieved: 96.5%
License number:
5PCK2F3RMJBZ
Certification: URL
Python specialization(2 courses), University of Michigan, Coursera
Grade Achieved: 100.0%
License number:
57WAUPU575MP
Certification: URL
Grade Achieved: 100.0%
License number:
BDRQ6ZH4X34B
Certification: URL
Big Data Specialization, Coursera, University of California, San Diego
Grade Achieved: 96.0%
License number:
ZNHFH7HV4RFE
Certification: URL
Grade Achieved: 98.2%
License number:
FYMXUX6DDBF3
Certification: URL
Grade Achieved: 96.2%
License number:XAEFPF2C43AY
Certification URL
IoT Specialization (2 courses), Coursera, University of California, Irvine
Grade Achieved: 96.0%
License number:
6P5GJKH3YV77
Certification: URL
Grade Achieved: 100.0%
License number:
WW8Q9FV3278R
Certification: URL
Knowledge
I have more or less knowledge on followings
- Rasperberry PI
- ZigBee
- Unity 3D
- E-commerce Platform
- OpenFLow & WSN
- WEB API
- Amazon Web Services
- LateX
- MS Office
- Liber Office
- Linux OS
Experience
7 Years of Experience!
I am working with Machine Learning around 2 years, spent 5 years at industry as core Software Engineer. Therefore I have roughly 7 years of working experience including research work, industry experience and remote job.
• Lead the migration of dPOI service, a core service in KYC from non-serverless EC2 service to serverless ECS Fargate based AWS service. Also lead the migration of the data from Gen 1 to Gen 3 account for this.
• Design and write end to end microservice for identity verification platform for reconciliation mechanism, writing Unit and Integration test for the service. Finally, a successful production deployment of this service.
• Co-lead the development, test of OOW project, it was migrated from Java to GoLang and Lambda service.
• Successfully fix defects that assigned to our scrum team of our product.
• Team collaboration on developing data pipelining for BP and manage the provisioning of the data stream to the source the destination over landing and staging. Developed a Querying and Packaging libraries for transmission from source system to landing and then staging tables for BP and Cost Center (CC).
• Design and develop the fuzzy match and merge algorithm which helped finding the duplicate data and extract the golden value from the redundant data using that match and merge system.
● I am currently doing research work on Edge computing which focuses on latency and data volume reducing at the same time decrease the Machine Learning / Deep Learning Algorithm complexity potentially in the cloud server eventually the execution time in cloud server too.
● Published one IEEE conference on IoT and DL, and one journal at MDPI Energy section based on GAN's. Mostly worked with Pythorch DL framework with GPU's with both Local Server and Sharknet.
● Worked mostly backend in 'Complaint' Web API of 'Ranger System', for offline data synchronization from PDA to Cloud, an UK manufacturing company’s ERP system. Writing optimized code in the controllers for Web API, in MVC4, and MVC6 was used for Tablet version of the same project with Angular JS 1 in frontend.
● Worked on core framework development of 'dizicashier' , the idea was taken from Ranger System’s Framework, an accounting management application. Also, worked for a short time on its android application and DB Management.
**Angular JS, ASP.NET, MVC5, MVC4, MVC6, Entity and OMR Framework, Android, WEB API, SQL Server, Windows Tablet, Windows PDA
2D Games, specialized for child game.
Web application development, specialized in Laravel Framework, Google Map API, Google Distance Matrix, Peddle, Ajax, jQuery
About
My long-term aim is to build myself as a competitor in addition with a development research analyst and activist in the field of Computer Science with a progressive line-up. With that in mind, my immediate goal is to get an admission to a Master of Science in Computer Science degree from a reputed university, where there is an opportunity making a significant contribution along with developing personal skills, potentiality, notion and knowledge. Using such talents and skill set for the development of the society in a sustainable environment and fulfill the hidden desire of my mind. To build a successful lever for me, I have searched for experiences and opportunities all my life.
Hobby
Problem Solving, Reading, Photography, Video Games, Listening Songs, Movie Watching, Swimming, Sports
Achievements, Participations and Scholarships
- Member, Machine Learning Club, Western University
- Research Assistant, Software Development Lab, Western University
- Full Bright Masters Scholarship, Western University, 2018-2020
- Microsoft student partner at Khulna University.
- Member of I Robo My Robo, a Robotics Club in Khulna University.
- KU yearly academic scholarship.
- Member of CLUSTER, a Computer Club in Khulna University.
- Attended 3 months Android training organized by ICT ministry, Bangladesh.
- Obtained 1st position at Khulna University admission test.
- Obtained junior scholarship in class VIII.
- Obtained primary scholarship in class V.
Contact
Let's Keep In Touch
If you feel interested then don't forget to write a line to me. I'm available. If I'm not then I will try to be.
Ananda Mohon Ghosh
44 Argyle Street
London, ON, Canada, N6H1Y7
44 Argyle Street
London, ON, Canada, N6H1Y7
Phone
+1 2269263930
+1 2269263930
I'm also available on Social Networks
Drop Me a Line
Ananda Mohon Ghosh
awesome.
invincible.
unbeatable.
indestructible.