Sustainability primarily refers to the “long-term responsible use of a natural resource” and can be extended to three fundamental dimensions, namely environment, society, and economy. In 2015, the UN adopted 17 sustainable development goals (as shown above) with a vision to help humanity, stir economic growth, and protect the planet…

What it takes to be an MLOps Engineer — Building a machine learning model is no walk in the park. It requires a data scientist to look at multiple aspects of an ML pipeline — data collection, label checking, representative sample generation, model selection, evaluation, and deployment. The machine learning model once deployed marks the start of another journey…

Learn about Okapi BM25, a ‘bag of words’ based retrieval algorithm — Digitalization is centered around the “customer first” principle and has been instrumental in enriching the user experience ever since. This article will explain how the Okapi BM25 algorithm is used to enhance search relevancy and user experience in the digital world. Think of a case when you need a book…

Do you read up about a lot of advanced algorithms and feel the imposter syndrome biting you at that very moment? Don’t fret, it's normal, especially if you are a data scientist or AI practitioner. After all, there is so much change going around all the time. I have been…

Adversarial AI, the types of attack and how to counter them — “Before we were in a world where the more data you had, the more problems you had. Now with deep learning, the more data the better” — Elie Bursztein, head of the anti-abuse research team at Google The exponential increase in data over the last few years has been a…

The rise of AI-enabled cybersystems — Over the last few years, data has grown exponentially and networks have become more complex. Technology has given us many amazing products in this exciting journey of digital systems, but with the advent of rapid digitalization, cyberattacks have also grown and so too has the need to build a secure…

How to own your data science solution — an ethical purview — If you are a data scientist and often think about what being a “Responsible Data Scientist” means, then welcome aboard! I also found myself in the same dilemma a few years ago when I stepped out of the ‘Jira World’ and paid heed to a lot of AI/ML veterans talking…

Your go-to reference playbook to build an innovative mindset and patent your work — “In the long term, artificial intelligence and automation are going to be taking over so much of what gives humans a feeling of purpose.” — Matt Bellamy “Artificial Intelligence is the new electricity.” — Andrew Ng Not everyone is born with the innate skill of asking the right questions at…

With Python code implementation There are several deep learning frameworks like PyTorch, Keras, TensorFlow, Caffe, Theano, etc. We will be discussing TensorFlow, what are its key characteristics, and conclude with a working example. Tensor is a multi-dimensional data array/tensor whereas flow implies the flow of data in operation. Hence, TensorFlow…