Coder Social home page Coder Social logo

yvgupta03 / mlops_collaborative_ml_with_homomorphic_encryption Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 4.71 MB

Collaborative Machine Learning approach to train a mode that classifies a person as smoker or non-smoker based on the user data. The distributed approach of training is done with secure model transmissions to central cloud location where Amazon EC2 instance aggregates the new model based on new training received in Homomorphically Encrypted forms

Jupyter Notebook 97.52% Python 2.48%
collaborative-learning distributed-learning ec2-instance federated-learning homomorphic-encryption ml mlops s3-bucket tenseal

mlops_collaborative_ml_with_homomorphic_encryption's Introduction

Hi, Myself Yash ๐Ÿ‘‹

  • Automation Enthusiast ๐ŸŒŸ
  • RPA (Robotic Process Automation) Practioner ๐Ÿค–
  • AI and DevOps Aspirant ๐Ÿš€

Who am I?

I am someone who likes to interact with multiple technologies and to be a key player in the midst of all the critical tasks that are being handled in projects. My conviction is that we can work, practice, and update our knowledge on our own, but the true essence of shaping a good career only comes through problem-solving at an industrial stage of projects. My work on GitHub are simply my experiments to understand the technologies of my interests.

My Skillset

  • Languages: Java, Python, Shell script, JavaScript, HTML, CSS, Bootstrap, C#, JSON, XML, SQL, Git
  • Technologies & Tools: Ui-Path, MySQL, Redis, MongoDB, Docker, Spring Boot, Express-js, Node-js, AJAX-jQuery, Eclipse, Postman, Git, Virtual Box, Intellibot, Automation Anywhere, Databricks cluster, Google-Colab, PySpark ML-lib, ServiceNow APIs, Py-torch, Jira, GitHub
  • Technical Aspects: Object-Oriented Programming, Web-services, Microservices, Containerization, Virtualization, Neural Net, Big-data, REST APIs, RPA, RE-Framework (Ui-Path), IQ-bots, Meta-bots, Artificial-Intelligence

My 2 cents on Automation ๐Ÿ˜„


It not that simple, like some piece of cake. You will only have dimples, until you start to bake.

There is a lot of work for automation's sake. Don't forget the ones who built it without break. Because its automation's job to make, make & make. But it only exists for humans to take.

โ€” Yash (Relax, didn't borrow it from GPT ๐Ÿ˜‰:)

Iโ€™m currently working on ๐Ÿ”ญ

  • Jobs๐Ÿ’ผ - I am looking for roles in the domain of RPA as well as software development, backend is my favourite
  • Learning๐ŸŒฑ - Good frameworks for web-dev and trying different applications of AI/ML
  • Personal projects๐Ÿ“• - Something magical is brewing in my brain๐Ÿง  regarding a music application ๐ŸŽต๐ŸŽป๐ŸŽน and a cool DSA project๐Ÿ’ก

Education

Institutions Achievements
University of Texas at Dallas Master of Science in Computer Science (Specialization - Intelligent Systems)
Vellore Institute of Technology Bachelor of Technology in Computer Science and Engineering

Where did I work?

Organization Position/Role
Dechert LLP RPA Developer - Enterprise Applications Team
Tata Consultancy Services (TCS) Systems Engineer - RPA (Robotic Process Automation) Team
Poly (now acquired by HP - Hewlett Packard) RPA (Robotic Process Automation) Intern - Enterprise Application Team
Tata Consultancy Services (TCS) Software Developement (Microservices) Intern - Backend and API Team

How to reach me ๐Ÿ“ž

mlops_collaborative_ml_with_homomorphic_encryption's People

Contributors

yvgupta03 avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.