AI is now part of our day-to-day life! Without our knowledge, we are living in an AI enabled digital environment.
As per the quote "Data is the new Oil", there have been a lot of security measures in place to protect it. Nevertheless, there have been data breaches due to poor security grids.
Deep Abstract, is the medium to share the latest developments in terms of AI principles and Data Security Measures in the AI driven architectures.
TextStyleBrush, the first self-supervised AI model that replaces text in existing images of both scenes and handwriting — in one shot — using just a single example word. The work will also be submitted to a peer-reviewed journal.
It works similar to the way style brush tools work in word processors, but for text aesthetics in images. It surpasses state-of-the-art accuracy in both automated tests and user studies for any type of text. Unlike previous approaches, which define specific parameters such as typeface or target style supervision, we take a more holistic training approach and disentangle the content of a text image from all aspects of its appearance of the entire word box. The representation of the overall appearance can then be applied as one-shot-transfer without retraining on the novel source style samples.
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ByteDance is the most valuable artificial intelligence company as per Statista Report with a $140b valuation. Top 2 is UiPath, an RPA company leading the chart worth $35b.
Region: Worldwide
Survey time period: 2020
Supplementary notes:
The source indicates that patent data is incomplete and produces low coverage, leading to challenges surrounding the reliability of data on the share of AI patent publications by region.
Machine learning is one of the most demanding skills in the job market, and the AWS Certified Machine Learning - Specialty certification qualifies you for various positions such as Data Scientist and Machine Learning Engineer.
According to payscale.com and LinkedIn, the average pay for a Machine Learning Engineer is between US$111,297 and US$132,000.
There are more than 9000+ jobs posted on LinkedIn and 3000+ jobs on indeed.com as of June 2020.
A crucial value is a line on a graph that breaks the graph into pieces. One or two of the portions is the “rejection region“; if your test value falls within that zone, then you reject the null hypothesis.
Bias is the discrepancy between the model's average forecast and the correct value that we are attempting to forecast. The model with a large bias pays little attention to the training data and oversimplifies it. It always leads to high error on training and test data.