Tag: Reduction

Non-Negative Matrix Factorization (NMF) for Dimensionality Reduction in Image Data

I have already discussed different types of dimensionality reduction techniques in detail. Principal Component Analysis (PCA), Factor Analysis (FA), Linear Discriminant Analysis (LDA), Autoencoders (AEs), and Kernel PCA are the most popular ones. Non-Negative Matrix Fa...

Mindfulness Based Stress Reduction: A Way to Find Inner Peace Amidst Chaos

Stress is a common and unavoidable part of life. We all face challenges, difficulties, and uncertainties that can trigger our stress response. Stress can affect our physical and mental health, causing symptoms such as headaches, insomnia, anxiety, and depression. Stress can also impair our ability t...

Fostering Workplace Harmony: AI Tools as Catalysts for Toxicity Reduction

In the contemporary world of business, where organizations grapple with diverse challenges, the issue of workplace toxicity remains a pressing concern. The focus here is not solely on technological advancement but also on creating an environment where employees can thrive. The integration of AI tool...

Headlines Today in Finance, Technology & Politics — Major UPS Workforce Reduction

Greg Abbott The standoff over immigration enforcement between Texas and the Biden administration persists, with federal officials demanding access for Border Patrol agents to a Texas riverfront park, a key point for illegal migrant entry. Following a Supreme Court decision allowing agents to cut ...

Supervised (a.k.a. Task-specific) dimensionality reduction

However, while unsupervised dimensionality reduction is indispensable as an “in-general” tool, sometimes, we require a more intelligent approach for the task at hand. Sometimes, instead of focusing on preserving the as much variance as possible in a lower-dimensional projection, we are b...

The Pros And Cons Of “Harm Reduction”

It is very empowering, after years of failure and collapse and friend loss and marriage loss and all the rest, to finally just up and tell people, “Yes, I am an addict.” I think it’s important to say am in this case, because it’s an active condition that could resum...