Mlearning.ai

APRIL 1, 2023

Doc2Vec Doc2Vec, also known as Paragraph Vector, is an extension of Word2Vec that learns vector representations of documents rather than words. Doc2Vec was introduced in 2014 by a team of researchers led by Tomas Mikolov. Doc2Vec learns vector representations of documents by combining the word vectors with a document-level vector.

Deep Learning 52

Deep Learning Deep Learning Natural Language Processing Clustering 52

Mlearning.ai

APRIL 8, 2023

Deep Learning (Late 2000s — early 2010s) With the evolution of needing to solve more complex and non-linear tasks, The human understanding of how to model for machine learning evolved. 2014) Significant people : Geoffrey Hinton Yoshua Bengio Ilya Sutskever 5. 2018) “ Language models are few-shot learners ” by Brown et al.

Natural Language Processing 98

Natural Language Processing Algorithm Machine Learning Machine Learning 98

AWS Machine Learning Blog

JULY 13, 2023

Recent years have shown amazing growth in deep learning neural networks (DNNs). Amazon SageMaker distributed training jobs enable you with one click (or one API call) to set up a distributed compute cluster, train a model, save the result to Amazon Simple Storage Service (Amazon S3), and shut down the cluster when complete.

Clustering 76

Clustering Algorithm Deep Learning Deep Learning 76

PyImageSearch

OCTOBER 2, 2023

Jump Right To The Downloads Section A Deep Dive into Variational Autoencoder with PyTorch Introduction Deep learning has achieved remarkable success in supervised tasks, especially in image recognition. Similar class labels tend to form clusters, as observed with the Convolutional Autoencoder. The torch.nn

Deep Learning 117

Deep Learning Deep Learning Clustering Computer Science 117

Mlearning.ai

MARCH 9, 2023

Automated algorithms for image segmentation have been developed based on various techniques, including clustering, thresholding, and machine learning (Arbeláez et al., Adversarial attacks pose a serious threat to the security of machine learning systems, as they can be used to manipulate the behavior of these systems in malicious ways.

Deep Learning 52

Deep Learning Deep Learning Machine Learning Machine Learning 52

AWS Machine Learning Blog

NOVEMBER 16, 2023

Since 2014, the company has been offering customers its Philips HealthSuite Platform, which orchestrates dozens of AWS services that healthcare and life sciences companies use to improve patient care. These environments ranged from individual laptops and desktops to diverse on-premises computational clusters and cloud-based infrastructure.

ML 106

ML ML AWS AI 106

Mlearning.ai

JUNE 8, 2023

Clustering  — we can cluster our sentences, useful for topic modeling. Doc2Vec: introduced in 2014, adds on to the Word2Vec model by introducing another ‘paragraph vector’. The article is clustering “Fine Food Reviews” dataset. Enables search to be performed on concepts (rather than specific words).

Machine Learning 52

Machine Learning Machine Learning Clustering Database 52