Data Science Dojo

MAY 27, 2024

A visual representation of discriminative AI – Source: Analytics Vidhya Discriminative modeling, often linked with supervised learning, works on categorizing existing data. Generative AI often operates in unsupervised or semi-supervised learning settings, generating new data points based on patterns learned from existing data.

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K-nearest Neighbors Supervised Learning AI AI 338

Flipboard

MARCH 13, 2023

Yes, large language models (LLMs) hallucinate , a concept popularized by Google AI researchers in 2018. Hallucinations May Be Inherent to Large Language Models But Yann LeCun , a pioneer in deep learning and the self-supervised learning used in large language models, believes there is a more fundamental flaw that leads to hallucinations.

Deep Learning 172

Deep Learning Deep Learning Supervised Learning AI 172

Towards AI

JULY 23, 2023

Year and work published Generative Pre-trained Transformer (GPT) In 2018, OpenAI introduced GPT, which has shown, with the implementation of pre-training, transfer learning, and proper fine-tuning, transformers can achieve state-of-the-art performance. But, the question is, how did all these concepts come together?

Natural Language Processing 95

Natural Language Processing Supervised Learning Deep Learning Deep Learning 95

Dataconomy

OCTOBER 5, 2023

AI practitioners choose an appropriate machine learning model or algorithm that aligns with the problem at hand. Common choices include neural networks (used in deep learning), decision trees, support vector machines, and more. The next critical step is model selection.

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AI AI Artificial Intelligence Artificial Intelligence 136

AssemblyAI

AUGUST 22, 2023

After processing an audio signal, an ASR system can use a language model to rank the probabilities of phonetically-equivalent phrases Starting in 2018, a new paradigm began to emerge. Using such data to train a model is called “supervised learning” On the other hand, pretraining requires no such human-labeled data.

Supervised Learning 97

Supervised Learning AI AI Machine Learning 97

ODSC - Open Data Science

MARCH 22, 2023

Previously, he was a senior scientist at Amazon Web Services developing AutoML and Deep Learning algorithms that now power ML applications at hundreds of companies. About the author/ODSC East 2023 speaker: Jonas Mueller is Chief Scientist and Co-Founder at Cleanlab, a company providing data-centric AI software to improve ML datasets.

ML 88

ML ML Data Scientist AI 88

IBM Journey to AI blog

AUGUST 1, 2023

It’s the underlying engine that gives generative models the enhanced reasoning and deep learning capabilities that traditional machine learning models lack. They can also perform self-supervised learning to generalize and apply their knowledge to new tasks. An open-source model, Google created BERT in 2018.

AI 70

AI AI Machine Learning Machine Learning 70