It is indeed a wrapper of the pycaret library for the features I have discussed in this particular article. However, Pyoraange has some additional features related to NLP which are not in pycaret. I have not discussed the NLP feature in this article. Now that you have mentioned it, I…

Clean data is the oxygen that enables the trained machine learning models to deliver Olympic-level performance. — When we started learning COBOL in high school, one of the first things the teacher introduced was the concept of GIGO. GIGO stands for “garbage in, garbage out”. If we input clutter mishmash data to a program, it will either error out or provide inaccurate results. This fundamental principle has…

Narrative of an average day of a knowledge worker surrounded by innovative technologies powered by AI. — It is 24th April 2050, three in the morning in London. I have selected a suspense theme dream for tonight. A biometric chip implanted in my wrist monitors my circadian sleep rhythm. The advancement in our understanding of human brains and the machine-human interface made it possible to control most…

Capture the untapped potential of your machine’s computing power in machine learning programming — It’s 2004, and I started my first job after completing my engineering. I always wanted to focus on programming and brought my first desktop to learn advanced C++. Yes, you read correctly — a DESKTOP, as a laptop in those days was super expensive and beyond my reach. I still…

Select appropriate classifiers empirically and automatically for the prediction scenarios from scikit-learn, XGBoost, LightGBM, CatBoost, spaCy, Optuna, Hyperopt, Ray, and many more. — As machine learning professionals, we must consider several aspects to develop a good model. It involves exploratory data analysis, data cleansing, selecting the optimal set of independent variables, picking the most appropriate algorithm, implementing it efficiently, fine-tuning the parameters to predict the outcome more accurately, and a long list of…

A guide for executives and senior leaders — Introduction: What is machine learning Machine learning is the science of enabling computers to find or suggest solutions without being programmed for every possible scenario. In other words, it is a branch of artificial intelligence (AI), which uses statistical techniques and computational methods which enable the machine to learn from past data sets and use…

Erstwhile Windows and Office maker has transformed its business into a digital conglomerate with a number of growth engines. — The beauty of Microsoft business is its strong position in both Business to Consumer (B2C) and Business to Business (B2B) marketplace. It has a number of growth engines which are gaining market share and the overall market in most of these areas are growing at a fast pace.

A balanced recommended diet with the constraint of the tight budget in this pandemic is a challenge. It can be addressed to some extent with linear optimisation model — We all have different sets of goal in our life, and most of the time, there are different approaches to achieve these goals. One of such important goal is to have a balanced diet, and it has additional constraint of the tight budget in this pandemic.

Technological disruptions are reshaping the operations across industries. In a few years, the lines between tech and non-tech sectors will be blurred as technology gets infused within the conventional industry sector. — Our daily life is getting more intertwined with technology, and we are living more in the digital world than in the physical world now. Digitalisation, artificial intelligence, internet of things, big data and analytics has leapt from textbooks and academic world to our life in the last five years. These…