September 2024

Integer Quantization for Deep Learning Inference

Let’s start with the basics. You’ve probably heard this saying before: “Less is more.” Well, that pretty much sums up quantization in deep learning. You see, deep learning models tend to be big. I mean, really big—millions, even billions, of parameters. And while that’s great for accuracy, it’s not so great for deploying these models […]

Integer Quantization for Deep Learning Inference Read More »

Fully Quantized Network for Object Detection

“The ability to see and interpret the world is one of the most remarkable aspects of human intelligence. Today, machines are rapidly catching up with our ability to detect, identify, and track objects—thanks to object detection models.” Imagine self-driving cars identifying pedestrians on the street or your smartphone detecting faces in real time. These technologies

Fully Quantized Network for Object Detection Read More »

Deep Learning with Low Precision by Half-Wave Gaussian Quantization

Picture this: Deep learning is now everywhere, from your smartphone’s voice assistant to self-driving cars, but as these AI models grow more powerful, they also grow more demanding. Enter low-precision techniques, a game-changing trend in deep learning. Why? Because they can drastically reduce computational load without compromising much of your model’s performance. In the quest

Deep Learning with Low Precision by Half-Wave Gaussian Quantization Read More »

What is Quantization in Machine Learning? A Complete Guide to Model Efficiency

Let’s start with a simple question: Why are we obsessed with making things smaller and faster? Think of the first mobile phones, which were huge, heavy bricks. Today, we carry supercomputers in our pockets. This shift isn’t just about making things physically smaller; it’s about efficiency. In AI and machine learning, the push for efficiency

What is Quantization in Machine Learning? A Complete Guide to Model Efficiency Read More »

Cognitive Computing vs Artificial Intelligence

“You cannot teach a man anything; you can only help him find it within himself.” — Galileo Galilei This quote beautifully captures the essence of the evolving relationship between humans and machines. In today’s world, technology has come a long way, but it’s not about replacing us—it’s about augmenting us, making our decisions smarter, faster,

Cognitive Computing vs Artificial Intelligence Read More »

Cognitive Computing for Beginners

“The real voyage of discovery consists not in seeking new landscapes, but in having new eyes.” – Marcel Proust. In today’s fast-paced digital world, we’re witnessing a paradigm shift. Artificial intelligence and machine learning are no longer just buzzwords—they’re transforming industries from healthcare to finance. But here’s the deal: we’re moving beyond traditional AI systems

Cognitive Computing for Beginners Read More »

Scroll to Top