Navigating Bayesian Techniques, Markov Random Fields, and Gibbs Sampling — Introduction Detailed images are integral to many domains, including healthcare, legal analysis, and entertainment. Nonetheless, when these images are marred by blurriness or speckles, Bayesian Image Restoration emerges as a savior, employing robust instruments such as Markov Random Fields (MRFs) and Gibbs Sampling. …

A Comprehensive Comparison Of VR Headsets — The ever-evolving world of Virtual Reality (VR) and Augmented Reality (AR) continues to captivate and push the boundaries of what’s possible. This article delves into two highly anticipated headsets: the Meta Quest 3 from Meta and the Vision Pro headset from Apple, fresh off its announcement at WWDC 2023. …

Containerization using Docker and an intro to Kubernetes — In the rapidly evolving realm of software development, innovation is more than just a buzzword; it’s an essential driving force. Our approach to designing, building, and managing applications must adapt as technology progresses. However, the process of deployment often becomes complicated and time-consuming. Thankfully, there’s a solution: Docker. This powerful…

Navigating Between Caution and Innovation — Adopting and implementing Artificial Intelligence (AI) in enterprise-level systems isn’t always as straightforward as it appears. The push and pull between the possibilities of innovation and risk mitigation challenges often turn into a finely tuned balancing act. Enterprises generally navigate this complex terrain by categorizing AI applications into two broad…

An Efficient Approximate Nearest Neighbor Search with Python — Introduction High-dimensional data is an everyday reality in data science and machine learning, bringing unique challenges. Among these, identifying the nearest neighbors of a specific data point can be particularly daunting due to the exponential computational cost. However, Locality Sensitive Hashing (LSH), a set of hashing algorithms, provides a practical, efficient…

Intro with sample code — Snowflake is a cloud-based data warehousing platform that has gained widespread popularity in recent years for its ability to handle large amounts of data and its versatility in data integration and analysis. I got introduced to the software while working on the back-end features of an application and quickly realized…

A beginner-level tutorial — Generative Adversarial Networks, or GANs, have created an uproar in academic circles for their abilities. The machine’s ability to produce new and inspired works has caused awe and horror in everyone’s mind. And as such, one becomes curious, how to build one? A Generative Adversarial Network (GAN) is a deep…

A checklist — Binary classification is a set of classification problems in machine learning where we must classify the elements under two groups. The methods are a type of supervised learning, an approach of machine learning where the categories are predefined and are used to categorize new probabilistic observations into said categories. Simple…

Being nostalgic for the carefree summers of past — As a child, I knew summer had come when the air was filled with the sickly sweet smell of mangoes. The intense heat waves, the cricket matches, and endless bike races. …