Unveiling Machine Learning: The PiML Toolbox for Enhanced Explainability
Author(s): Himanshu Sharma Originally published on Towards AI. Demystifying Complex Models with Transparency and Interpretability PiML(Source: By Author) Python modules like sklearn, lazy predict, etc., have made it simple to develop a machine-learning model. These libraries may be quickly learned and put …
Machine Learning Roadmap — Part 1: Personal Recommendations for Beginners
Author(s): Akhil Theerthala Originally published on Towards AI. Photo by delfi de la Rua / Unsplash Recently, we have seen a boom in Generative AI-the fantastic responses from ChatGPT, the mind-blowing images from Adobe Firefly, Midjourney and Dall-E, the announcement of "Soundstorm" …
ReWoo: How to Decouple Reasoning of Language Models
Author(s): Reza Yazdanfar Originally published on Towards AI. Read this short, simple section, you'll get if this article suits you or not!! ???? Photo by Digital Content Writers India on Unsplash ALM = ability of reasoning + reinforcement tools ALM: Augmented Language …
Turing Test, Chinese Room, and Large Language Models
Author(s): Moshe Sipper, Ph.D. Originally published on Towards AI. AI-generated image (craiyon) The Turing Test is a classic idea within the field of AI. Originally called the imitation game, Alan Turing proposed this test in 1950, in his paper “Computing Machinery and …
PITFALLS: Descriptions, Examples, and Solutions.
Author(s): Shrashti Singhal Originally published on Towards AI. The Comprehensive Guide- Part 1 Photo by Jon Tyson on Unsplash This article is divided into three parts. Part 1 below: Time series problems involve using historical data to make predictions about future events. …
Decoding the Dress Code 👗: Deep Learning for Automated Fashion Item Detection
Author(s): Erika Lacson Originally published on Towards AI. Decoding the Dress Code U+1F457: Deep Learning for Automated Fashion Item Detection Original Photo by Tamara Bellis on Unsplash, processed by Author. In the vibrant world of e-commerce, the fashion industry is a runway …
Diffusers: Python Library for AI-Generated Images
Author(s): Muhammad Arham Originally published on Towards AI. This article shows the basic usage of HuggingFace’s diffuser library, which is used for AI-generated images through code. Image generated using Diffusers Pipeline with Code Introduction The Diffusers library maintained by HuggingFace is a …
Boost Your Fine-Tuning Performance with TPGM
Author(s): Denny Loevlie Originally published on Towards AI. Unveiling an Optimization Technique Without the Need for Extra Hyper-Parameters! Image generated by author Background At the recent CVPR 2023 conference in Vancouver, I had the privilege of exploring cutting-edge research in the field …
Accented Speech Recognition: The Inclusive Realm of Automatic Speech Recognition Systems
Author(s): Toluwani Aremu Originally published on Towards AI. Photo by Jonathan Borba on Unsplash “Hey Google!” “Hey Siri!” “Hey Cortana!” “Bixby!!” “ALEXAAAA!!!” Yes, I was that frustrated trying to see if Google was the problem or if I was! In the summer …
Can Contrastive Learning Work? — SimCLR Paper Explained
Author(s): Boris Meinardus Originally published on Towards AI. A comprehensive summary of the SimCLR framework and its important findings. In my last blog post, we talked about the goal of representation learning, specifically using Self-Supervised Learning. We then came up with the …
This AI newsletter is all you need #54
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week we were excited to read Demis Hassabis discussing Deepmind’s upcoming new Gemini Large Language model. Historically DeepMind has primarily dedicated its efforts …
Freezing Layers of a Deep Learning Model — the proper way
Author(s): Alexey Kravets Originally published on Towards AI. ADAM optimizer example in PyTorch Jason Mitrione on unsplash Introduction It is often useful to freeze some of the parameters for example when you are fine-tuning your model and want to freeze some layers …
Top Computer Vision Papers During Week From 3/7 To 9/7
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated With Recent Computer Vision Research Output Computer vision, a field of artificial intelligence focused on enabling machines to interpret and understand the visual world, is rapidly evolving with groundbreaking research and technological …
Towards a God-level AI from a Dog-level AI
Author(s): Shunyu (Andy) Tang Originally published on Towards AI. Understanding what AI can do, what it can’t, why, and how. Photo by BoliviaInteligente on Unsplash When I started learning Artificial Intelligence (AI), I often see such an illustration (Fig. 1) that described …
DAE Talking: High Fidelity Speech-Driven Talking Face Generation with Diffusion Autoencoder
Author(s): Jack Saunders Originally published on Towards AI. Diffusion Models + Lots of Data = Practically Perfect Talking Head Generation Today we will discuss a new paper and possibly the highest-quality audio-driven deepfake model I have come across. Coming from Microsoft Research, …
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