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Most Powerful Machine Learning Models Explained (Transformers, CNNs, RNNs, GANs …)
Author(s): Oleks Gorpynich Originally published on Towards AI. Midjourney Generated Image Machine Learning is a massive field, and it’s understandably difficult to find a source that gives an overview of what models and techniques are at the bleeding edge of the tech …
Fine-Tuning a Llama-2 7B Model for Python Code Generation
Author(s): Eduardo Muñoz Originally published on Towards AI. A demo on how to fine-tune the new Llama-2 using PEFT, QLoRa, and the Huggingface utilities Image by author created in Leonardo.ai About 2 weeks ago, the world of generative AI was shocked by …
Transformers and Positional Embedding: A Step-by-Step NLP Tutorial for Mastery
Author(s): Rokas Liuberskis Originally published on Towards AI. CNNs and RNNs vs. Transformers This member-only story is on us. Upgrade to access all of Medium. https://www.youtube.com/embed/S_PqkxUP2PY I am starting a new tutorial series about Transformers. I’ll implement them step-by-step in TensorFlow, explaining …
Introduction to Audio Machine Learning
Author(s): Sujay Kapadnis Originally published on Towards AI. I am currently developing an Audio Speech Recognition system, so I needed to brush up my knowledge on the basics regarding it. This article is the result of that. Introduction to Audio Index Introduction …
From Raw to Refined: A Journey Through Data Preprocessing — Part 1
Author(s): Shivamshinde Originally published on Towards AI. Photo by Edward Howell on Unsplash Sometimes, the data we receive for our machine learning tasks isn’t in a suitable format for coding with Scikit-Learn or other machine learning libraries. As a result, we have …
From Raw to Refined: A Journey Through Data Preprocessing — Part 1: Feature Scaling
Author(s): Shivamshinde Originally published on Towards AI. Photo by Edward Howell on Unsplash Sometimes, the data we receive for our machine learning tasks isn’t in a suitable format for coding with Scikit-Learn or other machine learning libraries. As a result, we have …
Modern NLP: A Detailed Overview. Part 2: GPTs
Author(s): Abhijit Roy Originally published on Towards AI. In the first part of the series, we talked about how Transformer ended the sequence-to-sequence modeling era of Natural Language Processing and understanding. In this article, we aim to focus on the development of …
Video to Text Description Using Deep Learning and Transformers | COOT
Author(s): Louis Bouchard Originally published on Towards AI. This new model published in the NeurIPS2020 conference uses transformers to generate accurate text descriptions for each sequence of a video, using both the video and a general description of it as inputs. As …
GANsformers: Generate complex scenes using GANs and Transformers
Author(s): Louis Bouchard Originally published on Towards AI. They basically leverage transformers’ attention mechanism in the powerful StyleGAN2 architecture to make it even more powerful! Results examples on generating bedroom scenes with its attention maps. Image from: Drew A. Hudson and C. …
Modern NLP: A Detailed Overview. Part 1: Transformers
Author(s): Abhijit Roy Originally published on Towards AI. In the recent half-decade, we have seen massive achievements in the Natural Language Processing domain front with the introduction of ideas like BERT and GPT. In this article, we aim to dive into the …
HydraSum: Disentangling Stylistic Features in Text Summarization… (Paper Review/Described)
Author(s): Ala Alam Falaki Originally published on Towards AI. Training Is it possible to train a model with transformer architecture to learn generating summaries with different styles? Figure 1. The multi-decoder architecture scheme. (Image from [1]) While it’s true that deep learning …
Segformer: An Efficient Transformers Design for Semantic Segmentation
Author(s): Albert Nguyen Originally published on Towards AI. Transformers have taken the machine-learning world by storm in the last few years. Their performances surpass state-of-the-art in Natural Language Processing tasks with the self-attention mechanism and even extend the dominance to Computer Vision. …
How to Use the Huggingface 🤗 Evaluate Library in Action (With Batching)
Author(s): Ala Alam Falaki Originally published on Towards AI. The Evaluate library is compelling; however, it was confusing the first time I wanted to try it. It threw an OOM error by applying it to my test set… Photo by Darling Arias …
Boost Your Job Search With NLP
Author(s): Gabriele Albini Originally published on Towards AI. Presenting a web app with semantic search functionalities based on pre-trained sBERT, and a Plotly Dash interface U+007C Live app U+007C Git Hub Introduction In the most common job platforms, search functionalities consist of …
(Vision) Transformers: Rise of the Chimera
Author(s): Quadric Originally published on Towards AI. Source: Image by Nadeem on Pixabay. It’s 2023, and transformers are having a moment. No, I’m not talking about the latest installment of the Transformers movie franchise, Transformers: Rise of the Beasts; I’m talking about …
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