Beyond the Obvious: A Real Insight from Artificial Intelligence

Three decades in the tech industry have filled my mind with stories, but this one has stuck with me.

Imagine an AI system trained to spot the difference between dogs and wolves. It has been shown thousands of images, each labeled as either 'wolf' or 'dog.' The goal for our AI is simple: determine whether the picture it's examining shows a dog or a wolf. Over time, our AI becomes highly proficient, achieving an impressive accuracy of 90%.

But here's the twist: upon further investigation, experts discovered that our AI wasn't truly focusing on the animals in the photos. Instead, its attention was drawn to the background. Interestingly, the majority of wolf pictures featured snowy landscapes, while the dog pictures were taken in various locations, usually without snow.

Our AI had become sidetracked. Rather than differentiating between wolves and dogs, it had formed an association—'wolf' with 'snow' and 'dog' with 'no snow.' It wasn't recognizing the actual animals but rather the surroundings they were in.

Please visit this site for more details:  How coding mistakes make you great!!!

This tale extends beyond a simple mix-up with an AI. It serves as a poignant reminder for us all. It reveals how easily we can be led astray by the patterns we perceive, and how those patterns can sometimes mislead us.

I've taken this story to heart, adopting it as a guiding principle. It reminds me to question what I see and to look beyond the surface. As we navigate this ever-evolving high-tech world, let's remain mindful of identifying the true 'wolves' in our lives, even when they may be concealed by the 'snow.

Comments

Post a Comment

Popular posts from this blog

The Power of Information Encoding - Classical Bits Vs Qubits

Image
Classical BIT / Binary Digit) / Directional Binary Pointers / Scalar / O or 1 / Up or Down Classical bits, represented as BITS, are akin to directional binary pointers. They offer a simple choice between two options, such as pointing Up or Down, North or South. In the context of locating a position on Earth, classical bits provide a binary indication, like stating whether you are in the Northern Hemisphere (Up) or the Southern Hemisphere (Down). However, they do not convey precise location information beyond this binary choice. Qubit (Quantum Bits)- Precise Location Pointers (Vector) - In the context of locating a position on Earth, envision a qubit as a vector pointer that combines latitude and longitude coordinates, pointing to a specific location on the Earth. A single qubit vector state can convey both latitude and longitude (2 real numbers), providing a multidimensional representation that goes beyond the binary scope of classical bits. This expanded encoding capabilit...
Read more

An Evening @Fashion Waves - An Intersection of Threads - Where Every Stitch Tells a Story and Every Corner a Tale

Image
Discover the soul of Bangalore through Asrar Ahmed and the characteristic charm of Ibrahim Sahib & Lakshmana Mudaliar Streets—the heartbeat of my city. 🌟 A tale where every stitch and corner speaks. 👀👇 #FashionWaves Prologue: Imagine a vibrant labyrinth of streets—namely, Ibrahim Sahib and Lakshmana Mudaliar Streets—where history, culture, and commerce coalesce. Nestled next to Commercial Street, these avenues present a harmony of the old and new. It was here that my wife Latha, my daughter Krithika, and I embarked on an evening soiree to shop for designer fabrics. Intrigued? Let's untangle this tapestry of human stories. Latha - My companion for life and shopping  Latha, my wife and a veteran of these bustling lanes, orchestrated our shopping spree. Our goal was simple: Our Daugther Krithika needed designer fabrics for an upcoming family event. Under Latha's seasoned guidance, we discovered Fashion Waves—a hidden gem at the cultural crossroads of I...
Read more

India's Budget 2024-25: Steering Towards Sustainable Prosperity

Image
The Indian Budget for 2024-25 stands as a beacon of fiscal responsibility and visionary governance, charting a course towards a sustainable and inclusive future. Below is a tabular summary capturing the essence of this fiscal blueprint. 1. Infrastructure: Record allocation of 11.11 trillion rupees for infrastructure creation. 2. Fiscal Management: Fiscal deficit targeted at 5.1% of GDP; divestment target at ₹50,000 crore. 3. Taxation: Stable tax slabs; retention of current direct and indirect tax rates. 4. Economic Corridors : Introduction of three major railway corridors for enhanced logistics and GDP boost . 5. Tourism : Special projects for boosting tourism, especially in island regions like Lakshadweep. 6. Social Welfare : Continued focus on poverty reduction and welfare schemes like PM SVANidhi and PM Kisan Yojana . 7. Women Empowerment : Focus on 'Nari Shakti', with increased female enrolment in higher education and healthcare benefits. 8. Environmental Sustainability: ...
Read more