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 Iβve worked in whatβs called transformation (at the moment) for as long as I can …
Unlimiformer: Long-Range Transformers with Unlimited Length Input
Author(s): Reza Yazdanfar Originally published on Towards AI. Now itβs possible to have deep learning models with no limitation for the input size. unsplash Attention-based transformers have revolutionized the AI industry since 2017. Since then, we have seen significant progress in all …
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 Faceβs …
Maximizing Your Model Potential: Custom Dataset vs. Cross-Validation
Author(s): Jan Marcel Kezmann Originally published on Towards AI. Achieving Peak Performance: Mastering Control and Generalization Source: Image created by Jan Marcel Kezmann Today, weβre going to explore a crucial decision that researchers and practitioners face when training machine and deep learning …
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 …
Making Models Smart: GPT-4 and Scikit-Learn
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. An Introduction to the seamless integration of ChatGPT-4 with Scitkit-Learn Image by Author with @MidJourney ChatGPT has allowed for convenient and efficient approaches to constructing text classification models. Scikit-learn is the conventional library …
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· …
AI in The Wild West: The Call for Virtuous Systems Over Regulation
Author(s): Cezary Gesikowski Originally published on Towards AI. βWeβre seeing a kind of a Wild West situation with AI and regulation right now. The scale at which businesses are adopting AI technologies isnβt matched by clear guidelines to regulate algorithms and help …
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 …
The Art Of Data Cleaning Using Pandas
Author(s): Ann Mary Shaju Originally published on Towards AI. Mastering essential techniques for optimal data quality Photo by Scott Graham on Unsplash Data is collected from multiple sources and there can be incorrect, outdated, duplicate or inconsistent data. If our data is …
Using Python to Automate Word Report
Author(s): Yeung WONG Originally published on Towards AI. Step-by-step tutorial on streamlining the update of Microsoft Word report using Python There are lot of reporting work in my daily routine job, Python has many useful packages to help me automate the work, …
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 …
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 …