How to modernise legacy software systems? — We are all aware of the blinding pace at which Artificial Intelligence is developing. While that is true the underlying engines (softwares) to run those models also have to keep up. We live in a world of distributed systems. We have moved from monolithic systems to microservices to serverless. Legacy…

A comprehensive introduction to the popular CQRS pattern — With great power comes great responsibility but with great scale and complexity comes a need to segregate responsibility. What does that mean? Well that is what this article is about. Software architectures are becoming more and more complex. Massive scale, ultra fast operations, distributed design and heavy workloads like Machine…

A beginner introduction to control the rhythm and dance of microservices — Are we living in a matrix or not might still be a difficult question to answer but we are certainly living in a world driven by complex software systems. That t-shirt you bought online yesterday, the movie ticket you booked last Friday, the photo you shared with your family and…

What is interoperability and why it is so important for healthcare — Hi Doc, Hello, How are you doing today? Not too great doc, Abdominal pain, headaches and tiredness. I see, let me check your Blood Pressure. Hmm, Seems OK to me. Did you get the test results we ordered last time? Let me check in my emails doc. …

An quick introduction to an experiment on classifying chest x-ray images of COVID-19 using FastAI — SARS-CoV-2 or Severe Acute Respiratory Syndrome Coronavirus 2 has taken the world by storm. Nations are locked down to prevent the spread, economies are taking a nose dive, unemployment rates are going through the roof and amidst all of this healthcare system is being stress tested all around the world…

Understanding how an Autoencoder works and building a simple Autoencoder in Python — Deepfakes are lately garnering widespread attention in media primarily because of being used to spread fake news, financial frauds, hoaxes and more. Deepfakes is a portmanteau of Deep Learning and Fake where usually a person in an image or a video is replaced by a different person. While creating synthetic…

Things to keep in mind before starting a machine learning project — Starting a machine learning project can be fun and overwhelming at the same time. There is a lot to take care of — gathering data, domain knowledge, data cleaning, train/test splits, hyperparameter tuning, model size and speed constraints and so on. Managing all of them effectively to build a good…

A no machine learning approach to automatically extract highlights from a sports video — It’s finished at Sunderland, Manchester United have done all they can. Manchester City are still alive here. Balotelli. Agueroooooooooo!!!. I swear you’ll never see anything like this ever again. So watch it, drink it in. They’ve just heard the news at The Stadium of Light. Two goals in added time…

Building an intuitive understanding of the Bayes Theorem and Naive Bayes Classifier — You wake up one morning feeling a bit unwell and you decide to pay a visit to the physician. The physician after basic examinations runs some tests for a rare disease which happens to only 1 in a thousand people. You are extremely worried and you go and order the…