How Smart India Hackathon (SIH) participation has helped me to strengthen my competency and enhance my skill-sets? Hello everyone! In this blog, I'm going to talk about how SIH played an important role in building my passion towards acquiring technical skills. Do read till the end to know about all of my experiences. Do you believe in the concept of “IDEA”? Do you follow the principle of “Smart Work”? Well, my SIH experience directed me towards these! I’m writing this blog to enlighten these topics and I’ll try to elaborate the importance of the above 2 questions in every engineering student’s life! SIH kick-started my non-technical life to a much focused one. The concept of “Smart work beats hard work” suits my story! So, I decided to participate in SIH 2020 under the Software Problems domain. This domain asked for a Web app/ Mobile app to be made. I was eager to make a Web app as I knew Web development from basic level. Now a team needed to be made! So I communicated w
A time consuming task while training the Machine Learning models is to continuously tweak the Hyper-Parameters to reach our desired Accuracy. It is one of the reasons why most of the ML related projects fail. This can be resolved upto an extent with MLOPs = ML+ DevOps In this blog, I'm explaining my MLOPs project which trains and tweaks a CNN model for Cat and Dog prediction from the dataset. My project uses "Jenkins" as an automation-tool and "GitHub" where the developer pushes the code. Requirements for setting up the project : 1. Git 2. Jenkins 3. Redhat 8 VM 4. Docker Project : Creating Environments : I've created 3 environments (images) in Docker using Dockerfile for running my programs - 1) env1 - This environment is for running any basic program which uses numpy and pandas. To run the container of env1 - docker run -it --name con_Basic env1 2) env2 - This environment is for running Old ML programs which use sklearn. To run the container