Transformer Tune-up: Fine-tune XLNet and ELECTRA for Deep Learning Sentiment Analysis (Part 3)
Author(s): Courtlin Holt-Nguyen Originally published on Towards AI. Winner: XLNet with ELECTRA a very close runner-up Image created by the author + Stable Diffusion Β· IntroductionΒ· Fine-tuning XLNet NLP model for sentiment analysis with PyTorchΒ· Fine-tune an NLP ELECTRA model with PyTorchΒ· …
31 Questions that Shape Fortune 500 ML Strategy
Author(s): Anirudh Mehta Originally published on Towards AI. Source: Image by the author. In May 2021, Khalid Salama, Jarek Kazmierczak, and Donna Schut from Google published a white paper titled βPractitioners Guide to MLOpsβ. The white paper goes into great depth on …
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 …
Trend Modeling in Time Series Forecasting with Facebook Prophet
Author(s): David Andres Originally published on Towards AI. How does Prophet deal with changes in trend? Photo by Cristian Escobar on Unsplash Classical time series forecasting techniques rely on statistical models that require a significant amount of effort to fine-tune and tailor …
A Structured Guide For Plotting With Matplotlib
Author(s): Ali Originally published on Towards AI. Learn to create data visualization from raw numbers in this article Photo by Monstera: https://www.pexels.com/photo/loupe-and-smartphone-with-compass-on-maps-7412068/ Data visualization is crucial in the domain of machine learning and data science. It allows you to uncover data patterns …
Transformer Tune-up: Fine-tune BERT for State-of-the-art sentiment Analysis Using Hugging Face
Author(s): Courtlin Holt-Nguyen Originally published on Towards AI. BERT Transformer Source: Image created by the author + Stable Diffusion (All Rights Reserved) In the context of machine learning and NLP, a transformer is a deep learning model introduced in a paper titled …
The Dataset
Author(s): Jesus Rodriguez Originally published on Towards AI. TheSequence | Jesus Rodriguez | Substack Top highlight This member-only story is on us. Upgrade to access all of Medium. Image Credit: UC Berkeley I recently started an AI-focused educational newsletter, that already has …
SaMD? We need AaMD! The Algorithm as A Medical Device
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. Software as a Medical Device (SaMD) is a class of medical software that is intended to be used for one or more medical purposes without being part of a hardware medical …
Supercharge Your Skills With ChatGPT To Get a Head 99% Of Data Scientist
Author(s): Gencay I. Originally published on Towards AI. Image by Author Isnβt it time you leveraged the power of AI to elevate your data science skills? Itβs no secret that ChatGPT has been a game-changer across various industries, owing to its remarkable …
Understanding K-Nearest Neighbors: A Simple Approach to Classification and Regression
Author(s): Pranay Rishith Originally published on Towards AI. Photo by Avi Waxman on Unsplash What is KNN Definition K-Nearest Neighbors (KNN) is a supervised algorithm. The basic idea behind KNN is to find K nearest data points in the training space to …
This AI newsletter is all you need #49
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie New AI model releases and announcements continued at pace this week, though step-change progress in capabilities feels slower than earlier this year. AI remained …
Distilling Step-by-Step : Paper Review
Author(s): Marcello Politi Originally published on Towards AI. Photo by Dan Cristian PΔdureΘ on Unsplash This blog post was written by Marcello Politi and Vijayasri Iyer. Nowadays, large language models are quite prominent. Recent trends in AI Research have shown that larger …
Training WGAN-GP to Generate Fake People portrait images
Author(s): Rokas Liuberskis Originally published on Towards AI. Weβll cover more advanced Generative Adversarial Network techniques WGAN-GP. Weβll train it on a popular celebA human portrait dataset. In the previous post, we covered simple DCGAN, and I gave you a simple example …
Generating Professional Introduction Emails with LlamaIndex
Author(s): Kelly Hamamoto Originally published on Towards AI. Imagine this: Itβs 7 P.M., and you are finally freed after a grueling day at work. As you fantasize about diving into the warm embrace of your couch and indulging in a well-deserved Netflix …
Some Insights into Recent Development and Novel Approaches to Short Text Classification.
Author(s): Abdul Basit Originally published on Towards AI. Short text classification is one of the most challenging areas in Natural language processing. It poses some unique challenges as compared to text classification because in standard text classification, the context is available, but …
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