Learn the underlying working of various unsupervised machine learning models and how they are able to generate predictions without output labels — Machine learning and artificial intelligence have gained substantial traction in the past decade. Numerous companies across various industries have created newer, more powerful models. The introduction and implementation of large language models (LLMs) have significantly increased attention towards the field of artificial intelligence. …

We mainly focus on how transformers work in detail and determine how they are able to generate text based on attention mechanisms and how they can power ChatGPT. — With the phenomenal hit of generative AI applications with one of the most prominent being ChatGPT, there is a lot of interest and speculation in this field of artificial intelligence and deep learning. There are newer and better applications being developed by the likes of Google and Microsoft (most of…

Gain insight into the fundamental processes involved in building a decision tree classifier from the ground — Decision trees serve various purposes in machine learning, including classification, regression, feature selection, anomaly detection, and reinforcement learning. They operate using straightforward if-else statements until the tree’s depth is reached. Grasping certain key concepts is crucial to fully comprehend the inner workings of a decision tree.

With the aid of convolutional neural networks and transfer learning, it is possible to build a classifier in determining whether solar panels are clean or dusty — Solar panels have become a popular source of renewable energy in a variety of industries, from agriculture and transportation to construction and hospitality. By harnessing the power of the sun, we can generate electricity without harming the environment. However, there are challenges associated with using solar panels, and one of…

Build an article recommender system with unsupervised machine learning and generate features and patterns that aid in the recommendation — There have been a lot of talks lately about the incredible capabilities of artificial intelligence and machine learning. As we go on to see various frontiers at which ML could be applied, there is a growing possibility of higher value generated as a result of this transition. …

Learn the right feature engineering techniques when applied to credit card fraud detection problem that improves the overall accuracy of machine learning models — Machine learning and data science are used in a large number of industries. One of the most popular applications of data science is in the field of finance. A lot of companies are trying to automate tasks such as whether to give loans to lenders or not to whether a…

Learn various ways to explore airline sentiment data and understand key factors that contribute to the overall sentiment of tweets on various airlines — When we browse the internet, we tend to see a lot of advances and innovations taking place in the field of machine learning and data science. …

Learn how machine learning could be used to analyze audio signals and generate predictions for both classification and regression tasks — Machine learning has been gaining rapid traction in the recent decade. In fact, it is being used in numerous industries such as healthcare, agriculture, and manufacturing. There are a lot of potential applications of machine learning being created with the advancement of technology and computational power. …

Learn various deployment strategies for successfully building an end-to-end machine learning pipeline — There is a lot of scope and demand for machine learning, especially in the latest self-driving industry where drivers are given assistance with the aid of AI. Furthermore, there are other industries benefiting such as the pharmaceutical industry that are beginning to use AI in building interesting products that are…