Multi-Class Classification VS Multi-Label Classification
Author(s): Harshit Dawar Originally published on Towards AI. This blog aims to clearly distinguish the two most simultaneously used terminologies, yet very different from each other: “Multi-Label Classification” & “Multi-Class Classification!” This member-only story is on us. Upgrade to access all of …
This LLM-Based Recommendation System is Insane
Author(s): Ashu Jain Originally published on Towards AI. What Makes Walmart’s TMF Breakthrough a Must-Know Innovation This member-only story is on us. Upgrade to access all of Medium. Source: Lexica Art Triple Modality Fusion (TMF) is a state-of-the-art technology that fuses visual, …
A Beginner’s Guide to CUDA Programming
Author(s): Aditya Kumar Manethia Originally published on Towards AI. Photo by Catherine Heath on Unsplash Introduction In this blog, we’ll explore the basics of CUDA programming, understand how GPUs differ from CPUs, and learn how CUDA enables us to unlock the full …
Bringing AI To Edge Devices
Author(s): Lalit Kumar Originally published on Towards AI. Running Neural Networks Locally This member-only story is on us. Upgrade to access all of Medium. If you are not a Medium member, read it here. In recent years, the field of artificial intelligence …
Implementing a Large Concept Model with Pytorch
Author(s): Arthur Lagacherie Originally published on Towards AI. Implement step by step the recent Meta’s model: Large Concept Model A few days ago, a research paper titled “Language Modeling in a Sentence Representation Space”. They introduced a new type of model, the …
#57 Are LLMs Really the Magical Fix for All Your Problems?
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! When we launched our ‘Beginner to Advanced LLM Developer Course,’ many of you asked if you were late to the AI Wagon. Well, I feel the LLM revolution …
AlexNet: The Deep Learning Breakthrough That Changed Computer Vision
Author(s): Kshitij Darwhekar Originally published on Towards AI. This article delves into AlexNet’s journey, from its groundbreaking architecture and innovations to its lasting impact on the field of deep learning. Explore the key features, techniques to reduce overfitting, and its legacy in …
Going Beyond the 1000-Layer Convolution Network
Author(s): Bartosz Ludwiczuk Originally published on Towards AI. · Introduction· Vanishing gradient issue· Mitigation of the vanishing gradient issue· Training 1000 layer network· Training component analysis· Diving Deeper into Skip Connections· 10000-layer network Mean gradient for 1st layer in all experiments Introduction …
Mastering Polyak Averaging: A Hidden Gem for Smoother and Faster Convergence in Optimization
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. From Gradient Descent to Polyak’s Method: A Machine Learning Tutorial This member-only story is on us. Upgrade to access all of Medium. Polyak Averaging is a powerful optimization technique often underutilized but can …
Logistic Regression: A Simple Guide to Intuition and Implementation in Python
Author(s): Maryam Sikander Originally published on Towards AI. Source: Photo by AltumCode on Unsplash When it comes to solving classification problems, logistic regression is often the first algorithm that comes to our mind. The theoretical concepts of logistic regression are essential for …
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