Recommender systems have become an integral part of our daily lives, powering the personalized recommendations that we receive on social media, e-commerce platforms, and streaming services. These systems are designed to make our lives easier by suggesting products, services, and content that are relevant to our interests and preferences. However, as powerful as these systems … Continue reading Are Recommender Systems Fair? A Critical Look at the Challenges and Solutions
Category: Machine Learning
Artificial Intelligence and Machine Learning are rapidly growing technologies giving rise to out-of-the-box inventions disrupting businesses across multiple domains globally. From estimating arrival time through GPS to nudging and smart replies to emails, the next song in the streaming queue to autonomous vehicles-everything is powered by AI/ML. To do all of these, AI and ML … Continue reading Data Annotation in Machine Learning: Process, Procedure, & Significance
Our dependence on data shows no signs of slowing down. We’re collecting data directly from customers, appending it from third-party resources, social media, etc. but as many companies have learned, it isn’t the quantity of data that matters as much as the quality. To be useful, data must be accurate, complete, valid, unique and structured … Continue reading Top 7 Data Quality Trends to Watch for 2023
In Machine Learning, there occurs a process of analyzing data for building or training models. It is just everywhere; from Amazon product recommendations to self-driven cars, it beholds great value throughout. As per the latest research, the global machine learning market is expected to grow by 43% by 2024. This revolution has enhanced the demand … Continue reading 7 Major Challenges Faced By Machine Learning Professionals
Data’s Backward-Looking Lens – Usefulness Versus Reliance In 2011, ailing US retailer JCPenney recruited Ron Johnson as CEO, the former president of Apple’s retail operations, who is credited with pioneering the concept of the Apple Store. Johnson arrived at JCPenney intent on reinventing the brand and boosting sales. He implemented a broad refurbishment program, creating … Continue reading How Reliable is Big Data in a Constantly Changing, Unpredictable World?
Data-centric artificial intelligence (DCAI) is a new approach to machine learning that relies on the data scientist to define the entire pipeline from data cleansing and ingestion through model training. In this approach, there is no need for deep knowledge about AI algorithms; rather, it’s all about the data. The idea behind DCAI is very … Continue reading What is Data-Centric AI All About and Why Is It Important?
"Just knowing your data isn't enough, you have to know how to apply it correctly. This is what separates rich people, from extremely rich people." The person who coined the term is a genius. I can say that with full confidence because I am the one who quoted this. Yeah, you're welcome for this wisdom … Continue reading Data science Education Is The New Gold Rush.