Overview Precision and recall are two crucial yet misunderstood topics in machine learning We’ll discuss what precision and recall are, how they work, and their role in evaluating a machine learning model We’ll also gain an understanding of the Area Under the Curve (AUC) and Accuracy terms Introduction Ask any machine learning…

Introduction The human brain can easily recognize and distinguish the objects in an image. For instance, given the image of a cat and dog, within nanoseconds, we distinguish the two and our brain perceives this difference. In case a machine mimics this behavior, it is as close to Artificial Intelligence we…

Overview Learn to interpret Bias and Variance in a given model. What is the difference between Bias and Variance? How to achieve Bias and Variance Tradeoff using Machine Learning workflow Introduction Let us talk about the weather. It rains only if it’s a little humid and does not rain if it’s windy…

Overview Understand the requirement of feature transformation and training techniques Get to know different feature transformation and scaling techniques including- MinMax Scaler Standard Scaler Power Transformer Scaler Unit Vector Scaler/Normalizer Introduction In my machine learning journey, more often than not, I have found that feature preprocessing is a more effective technique in…

Ideal Time to Start your Machine Learning Journey! Picture this — you want to learn all about machine learning but just can’t find the time. There’s too much to do, whether that’s our professional work or your exams are around the corner. …

Introduction We are standing at the intersection of language and machines. I’m fascinated by this topic. Can a machine write as well as Shakespeare? What if a machine could improve my own writing skills? Could a robot interpret a sarcastic remark? I’m sure you’ve asked these questions before. Natural Language Processing…

Starting your Deep Learning Career? Deep learning can be a complex and daunting field for newcomers. Concepts like hidden layers, convolutional neural networks, backpropagation keep coming up as you try to grasp deep learning topics. It’s not easy — especially if you take an unstructured learning path and don’t cover your basic fundamental concepts first…

The Challenge of Making Machines Understand Text — Language is a wonderful medium of communication. You and I would have understood that sentence in a fraction of a second. But machines simply cannot process text data in raw form. …

Introduction NeurIPS is THE premier machine learning conference in the world. No other research conference attracts a crowd of 6000+ people in one place — it is truly elite in its scope. If you want to immerse yourself in the latest machine learning research developments, you need to follow NeurIPS. NeurIPS…