ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting
Author(s): Reza Yazdanfar Originally published on Towards AI. ATFNet is a deep learning model that combines time and frequency domain modules to capture dependencies in time series data. It introduces a novel weighting mechanism to adjust weights based on periodicity, enhances the …
Time Series Simulations: Signature Transformation Method in Python. Part 2
Author(s): Pavel Zapolskii Originally published on Towards AI. In this article, we continue to explore a powerful tool for compressing Time Series information known as the Signature. Please read the first part if you want to learn more about math and calculation …
Some Technical Notes About Phi-3: Microsoftβs Marquee Small Language Model
Author(s): Jesus Rodriguez Originally published on Towards AI. Created Using Ideogram I recently started an AI-focused educational newsletter, that already has over 165,000 subscribers. TheSequence is a no-BS (meaning no hype, no news, etc) ML-oriented newsletter that takes 5 minutes to read. …
Critical Ideas Behind What Powers LLMs
Author(s): Vishnu Regimon Nair Originally published on Towards AI. Chronological display of LLM releases. Image by Naveed, Humza, et al. from arXiv.orgβ [1] In recent years, the ascent of Large Language Models (LLMs) such as GPT-4 and LLaMA has paved the way …
When Things Go Wrong, What and How to Communicate with the Non-AI Leadership?
Author(s): Mandar Karhade, MD. PhD. Originally published on Towards AI. I know he/she does not understand it fully, but here is a message that will help you communicate it better. Let's call a spade a spade. You are interested in reading this …
Prompt Engineering Best Practices: Chain of Thought Reasoning
Author(s): Youssef Hosni Originally published on Towards AI. Prompt engineering, a fundamental concept in AI development, involves crafting tailored instructions or queries to guide AI models in generating desired outputs effectively across diverse tasks and scenarios. The article introduces the Chain of …
Develop Hugging Face Transformers for Enhanced Customer Repurchase Insights
Author(s): Shenggang Li Originally published on Towards AI. Exploring the Effectiveness of Language Representation Models in Predicting Customer Behavior with Tabular DataPhoto by freestocks on Unsplash In the retail industry, accurately predicting customer repurchase intentions is crucial for optimizing marketing efforts and …
7 Best Machine Learning Workflow and Pipeline Orchestration Tools
Author(s): Eryk Lewinson Originally published on Towards AI. Explore tools like Airflow, Prefect, Kedro, ZenML, and more!Image generated with Midjourney Building impactful machine learning projects relies on much more than selecting the best algorithm for the job. Data scientists and machine learning …
A Movie Recommendation System in Python from Scratch
Author(s): Serafeim Loukas, PhD Originally published on Towards AI. In this article, I explain simply how to build a movie recommendation system in Python!Image made by the author using DALL-E diffusion model. After a short break from writing, we are back! Today …
Use GPT API for Free to Write Novels
Author(s): zhaozhiming Originally published on Towards AI. Recently, OpenAI announced a reduction in the barrier to entry for using the web-based ChatGPT, allowing users without an account to access it for free. This is excellent news, as it means we can access …
A Comprehensive Guide for Getting Started with Huggingface
Author(s): Eugenia Anello Originally published on Towards AI. Learn the basic concepts of Hugging Face while practicing with the websitePhoto by Courtney Cook on Unsplash With the explotion of Large Language Models that are being applied to solve a huge variery of …
The Microsoft Phi-3-Mini is Mighty Impressive
Author(s): Vatsal Saglani Originally published on Towards AI. Phi-3-Mini is a great local LLM (SLM) for developing compute-efficient GenAI-powered applicationsImage generated by ChatGPT. The Phi-3-Mini language model was recently released by Microsoft AI. This model comes in the category of a small …
Towards Identification of Breast Cancer in Mammogram Images using Deep Learning: Part 1
Author(s): Aminul Huq Originally published on Towards AI. Photo by National Cancer Institute on Unsplash Breast cancer is one of the leading causes of cancer in the entire world. Its awareness campaign might have been noticed by you with the pink ribbons. …
Exploring Religious Biases in 6 GenAI LLMβs
Author(s): zhammad Originally published on Towards AI. Religious Biases in AI Listening to Shaf Choudryβs talk βHalalgorithmsβ at the Muslim Tech Fest ignited several questions in my mind. Everyone keeps talking about how Generative AI is the new big thing. But why …
Snowflakeβs New LLM is Open Source and Built for the Enterprise
Author(s): Jorge AlcΓ‘ntara Barroso Originally published on Towards AI. Snowflakeβs New Arctic LLM is Open Source and Built for Enterprise ππ‘ππ ππ ππ’π§πππ«? ❄ A new chill model is breaking the ice this spring: Snowflakeβs Arctic is served mixed, cool, and open-source …