Bagging vs. Boosting: The Power of Ensemble Methods in Machine Learning
Author(s): Thomas A Dorfer Originally published on Towards AI. How to maximize predictive performance by creating a strong learner from multiple weak ones Image by the Author. Complex problems are rarely solved through singular thought or action. A collective weather forecast produced …
How AI is Used to Combat Social Engineering Attacks — Part 2
Author(s): John Adeojo Originally published on Towards AI. An Analysis of AI Approaches to Counteract URL Phishing Image by Author: Generated with Midjourney In the first part of this series, we briefly touched on the prevalence and costliness of social engineering attacks …
How AI is Used to Combat Social Engineering Attacks — Part 1
Author(s): John Adeojo Originally published on Towards AI. An Analysis of AI Approaches to Counteract URL Phishing Image by Author: Generated with Midjourney Social engineering attacks have emerged as the preferred form of a cyber attack by criminals aiming to gain access …
This AI newsletter is all you need #51
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie While the focus lately has been on language foundation models — we are also excited for AI to be used to discover new science …
Image Gradient — Sobel Operator
Author(s): Vijay Vignesh Originally published on Towards AI. Source: stlzoo.org In my previous blog post, we explored the fundamental concept of Gaussian Blurring. Today, we will delve into another essential concept in classical computer vision known as Image Gradient. Image Gradient is …
Seasonality in Time Series Forecasting with Facebook Prophet
Author(s): David Andres Originally published on Towards AI. Photo by Nattu Adnan on Unsplash In the previous part of our Facebook Prophet series, we covered how to model the trend component and adjust the changepoints and regularization to improve forecasting accuracy. In …
10 Biggest Mistakes in Machine Learning and How to Avoid Them
Author(s): Nick Minaie, PhD Originally published on Towards AI. Your Guide to Becoming a Better Data Scientist Machine learning has revolutionized various industries by enabling computers to learn from data and make intelligent decisions. However, in the journey of building machine learning …
Leading in the Generative AI Era
Author(s): Jair Ribeiro Originally published on Towards AI. A Reflection on the Symbiosis of Human and Machine Image created by the author, using Stable Diffusion. The advent of artificial intelligence (AI) brings us to an inflection point in our global society. With …
Computer Vision and Its Application in Facial Recognition and Object Classification.
Author(s): Raman Rounak Originally published on Towards AI. Author: Rounak Raman Introduction: Vision is the most crucial sense in the human body, allowing us to see, assess, and analyze the environment around us. The majority of information in the world is obtained …
Navigating the Organizational Transformation in the Era of AI
Author(s): Cezary Gesikowski Originally published on Towards AI. Learning from Aquatic Life: Preparing for an AI-Powered Future image by the author via Midjourney + Photoshop Beta GenAI I’ve worked in what’s called transformation (at the moment) for as long as I can …
Introduction to Computer Vision
Author(s): Vijay Vignesh Originally published on Towards AI. Source: Titima Ongkantong/Shutterstock Computer vision (CV) is a field of computer science that focuses on enabling computers to understand and interpret visual data from images or video. It basically tries to replicate human vision …
This AI newsletter is all you need #50
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie The open-source movement continues at pace this week with Falcon, a new family of state-of-the-art language models, ascending to the top of Hugging Face’s …
Meet Falcon LLM: The New Foundation Model that Quickly Top the Open LLM Leaderboard
Author(s): Jesus Rodriguez Originally published on Towards AI. The model has become one of the most interesting open-source foundation models in the space. Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 160,000 subscribers. TheSequence is a …
Meet Gorilla: A Fully OpenSource LLM Tuned For API Calls
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. UC Berkley and Microsoft Research together came up with Gorilla, which specializes in API calls. This model is a 7b parameter model means consumer GPUs are in business. Let’s take …
Explainable and Interpretable Models are Important in Machine Learning
Author(s): Suhas Maddali Originally published on Towards AI. Learn to use libraries such as LIME, SHAP and others to determine the workings of black-box machine learning models with examples and illustrations, ensuring that they are safe, fair and have less bias Photo …