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Eight Graphs that Explain Software Engineering Salaries in 2023

Flipboard

Hired’s analysis included data from 68,500 job candidates and 494,000 interview requests collected from the site between January 2021 through December 2022, supplemented by a survey of 1,300 software engineers. Tech Salaries Jump, But Don’t Keep Up With Inflation According to Dice’s numbers , tech salaries grew 2.3

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2021 Data/AI Salary Survey

O'Reilly Media

In June 2021, we asked the recipients of our Data & AI Newsletter to respond to a survey about compensation. It’s easy to hypothesize about this difference, but we’re at a loss to explain it. How do we explain this? In 2021, and without being anywhere near as repulsive, we’d say, “There’s a great future in the cloud.

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Explainability in AI and Machine Learning Systems: An Overview

Heartbeat

Source: ResearchGate Explainability refers to the ability to understand and evaluate the decisions and reasoning underlying the predictions from AI models (Castillo, 2021). Explainability techniques aim to reveal the inner workings of AI systems by offering insights into their predictions. What is Explainability?

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ACL 2021 Highlights

Sebastian Ruder

ACL 2021 took place virtually from 1–6 August 2021. Understanding models Gaining a better understanding of the behaviour of current models was another theme of the conference, with three out of the six outstanding papers falling in this area: Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning.

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How Do Inherently Interpretable AI Models Work? — GAMINET

Towards AI

For example, a deep neural net used for a loan application scorecard might deny a customer, and we will not be able to explain why. This is where an explainable neural network based on generalized additive models with structured interactions (GAMI-Net) comes into the picture. arXiv: 2003.07132 where n is the sample size.

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10 AI Events to Check in Fall & Winter 2021

Dlabs.ai

AI & NLP Day 2021 Date: September 23-24h Place: Online Ticket: 399-1,599 PLN The next AI event is a little more focused, placing the lion’s share of its attention on natural language programming. ICCV 2021 Date: October 11-17th Place: Online Ticket: 50-180 USD ICCV is an international AI event focused squarely on computer vision.

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The Black Box Problem in LLMs: Challenges and Emerging Solutions

Unite.AI

SHAP's strength lies in its consistency and ability to provide a global perspective – it not only explains individual predictions but also gives insights into the model as a whole. This method requires fewer resources at test time and has been shown to effectively explain model predictions, even in LLMs with billions of parameters.

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