Continuously deploy a real world project on a VPS — Managing a live project on a remote server practically needs a few areas in which we desire to cut manual intervention and replace it with automated services. A a primary instance, every time we push some new code to our GitHub repository, we may want to do any of the…

How to learn a skill for life Acquiring a new skill in tech is always an interesting challenge. There are numerous ways to go from a beginner to a pro and all of them offer unique advantages and disadvantages regardless of the difficulty of the actual skill. Sometimes, it comes…

Easily learn to track all of your ML experiments with metrics and logs along with an example project walkthrough — The gruelling process of trial and error is no stranger to a Data Science practitioner. In your daily job with work or side projects, you come across various use cases that need you to be able to keep track of the branching and experimentation of your ML pipelines in order…

A quick guide to deploying an ML model with FastAPI and easily containerizing it within VSCode itself. — There are challenges associated with ML projects when built and run by different developers in a team or otherwise. Sometime, the dependencies may end up mismatching, causing troubles for other dependent libraries in the same project. Besides, you also need to have a clear documentation of every step to take…

A walkthrough of the problem and the solution. The world of MLOps is a big web of tangled tools and services. We have tools that perform model and data tracking, versioning, experiment management, CI/CD pipelines, continuous learning, and so on. There’s no shortage of tools that do all sorts of…

Worrying and overthinking are a part of our human existence but there comes a moment when these thoughts become damaging. We often fall into the trap of second-guessing our decisions, questioning our conversations and picturing disastrous outcomes in our head. These thoughts eat away at our energy. They make us…

Consistency habits come at a cost and should better be worth it. — Consistency is the drug that is marketed the hardest to content creators. It’s promoted as the secret recipe to eventual success. And for good reason. Showing up everyday is almost half the job in the game. But when does this recipe become harmful? When does hammering this advice home cross…

Personality quirks that are seldom heard. — These past few years I’ve done a lot of things — pass university, immigrate to a new country, get into a new job, open a new business. I’ve seen the rise, fall and growth of two kinds of people. There are people who are paralyzed by fear. They get anxious…

A couple of years ago, I was at the airport just waiting to pick up my luggage after a long haul flight. People were milling around the conveyor belt while it stubbornly refused to start. I looked around and saw an older gentleman whining loudly about the sorry state of…