O'Reilly Media

SEPTEMBER 15, 2021

In June 2021, we asked the recipients of our Data & AI Newsletter to respond to a survey about compensation. There was a lot of uncertainty about stability, particularly at smaller companies: Would the company’s business model continue to be effective? C++, C#, and C were further back in the list (12%, 12%, and 11%, respectively).

AI 145

AI AI Machine Learning ML 145

AWS Machine Learning Blog

OCTOBER 5, 2023

Large language models (LLMs) have captured the imagination and attention of developers, scientists, technologists, entrepreneurs, and executives across several industries. About the Llama 2 model Similar to the previous Llama 1 model and other models like GPT, Llama 2 uses the Transformer’s decoder-only architecture.

Machine Learning 96

Machine Learning Big Data Deep Learning Natural Language Processing 96

Jay Alammar

JANUARY 18, 2021

By visualizing the hidden state between a model's layers, we can get some clues as to the model's "thought process". Figure: Finding the words to say After a language model generates a sentence, we can visualize a view of how the model came by each word (column). Each row is a model layer. Layer 0 is at the top.

BERT 72

BERT Explainability 72

Sebastian Ruder

JANUARY 24, 2022

2021) 2021 saw many exciting advances in machine learning (ML) and natural language processing (NLP). The model is pre-trained on diverse multilingual speech data using a self-supervised wav2vec 2.0-style The trained model can then be fine-tuned on different speech tasks (Babu et al., style loss. What happened?  

NLP 52

NLP ML BERT Computational Linguistics 52

Mlearning.ai

FEBRUARY 6, 2023

Entrepreneurs began to think of potential business ideas around generative text models. In this article, I am to break down some of these issues around model-based chatbot detection. First, I’ll address some of the issues that simply stem from model inadequacies and can be fixed with more training and tuning.

Explainable AI 52

Explainable AI Explainability ChatGPT Chatbots 52

Mlearning.ai

MARCH 2, 2023

Pre-training of Deep Bidirectional Transformers for Language Understanding BERT is a language model that can be fine-tuned for various NLP tasks and at the time of publication achieved several state-of-the-art results. Masked Language Model -III.3.2 Preliminaries: Transformers and Unsupervised Transfer Learning II.1 1 Architecture III.2

BERT 52

BERT NLP Deep Learning Neural Network 52

Flipboard

JULY 10, 2023

Dimensionality Reduction Feature Learning Anomaly Detection Denoising Images Image Inpainting Generative Modeling Recommender Systems Sequence-to-Sequence Learning Image Segmentation How Are Autoencoders Different from GANs? This model was created by researchers from the University of Cambridge’s Computer Vision Group.

Computer Vision 110

Computer Vision Deep Learning Neural Network Machine Learning 110