What Is Meant by the Regularization of the ML Model?
Author(s): Mahesh Sonawane Originally published on Towards AI. Regularization Models: Ridge-Lasso When I started studying ML, I was unable to understand how Linear regression, Ridge, Lasso, and Gradient Descent work mathematically. When I ask doubts to my friends, everyone explains differently, and …
RLPrompt Uses Reinforcement Learning for Prompt Optimization
Author(s): Jesus Rodriguez Originally published on Towards AI. The new research from Carnegie Mellon University formulates prompt optimization as a policy optimization problem. Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. TheSequence is a …
Building an Audio Classification Model for Automatic Drum Transcription — Here’s What I Learnt
Author(s): Yoshi Man Originally published on Towards AI. An end-to-end journey from collecting labels to training a computer vision-based audio classification model. Photo by Nicholas Jeffries on Unsplash TL;DR — We built a model fine-tuned on InceptionResNetV2 through Keras that categorises drum …
Python Statistical Analysis: A Guide to Identifying and Handling Outliers
Author(s): MicroBioscopicData Originally published on Towards AI. Welcome to this tutorial on the detection, plotting, and treatment of outliers with Python. In this tutorial, we will start by discussing what outliers are and why they matter. We will then cover methods for …
This AI newsletter is all you need (#37)
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louis This week developments in LLMs and Generative AI continued at pace — ranging from more cutting-edge research, to open-source accessibility to general affordability of …
How did Binary Cross-Entropy Loss Come into Existence?
Author(s): Towards AI Editorial Team Originally published on Towards AI. Exploring the Genesis of Binary Cross-Entropy Loss Function Image by Gerd Altmann from Pixabay Author(s): Pratik Shukla “You always pass failure on the way to success.” — Mickey Rooney Table of Contents: …
Is AI Becoming the Gatekeeper and Mouthpiece of Knowledge?
Author(s): Building Blocks Originally published on Towards AI. AI vs. Human Expertise: The Growing Dependence on Machine-Provided Knowledge Machines have been assisting humans in their day-to-day activities for a long time. So much so that we don’t even notice how ubiquitous they …
Creating Stunning Neural Network Visualizations with ChatGPT and PlotNeuralNet
Author(s): Clément Delteil Originally published on Towards AI. Presenting PlotNeuralNet, a LaTeX / Python package to visualize Neural Networks Visualization of a Fully Convolutional Neural Network architecture (FCN-8) Tired of the usual visualizations for neural networks? Let me introduce PlotNeuralNet by Haris …
March 2023 Tech Roundup: The Latest News and Innovation
Author(s): SPX Originally published on Towards AI. The beginning of March 2023 has witnessed a flurry of exciting news in the field of science and technology. Researchers and scientists from around the world have been hard at work, making discoveries and advancements …
Meet Alpaca: Stanford University’s Instruction-Following Language Model that Matches GPT-3.5 Performance
Author(s): Jesus Rodriguez Originally published on Towards AI. The model is based on Meta AI’s LLaMA and remains significatively smaller than GPT-3.5. Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. TheSequence is a no-BS …
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