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Continual Learning: Methods and Application

The MLOps Blog

TL;DR: In many machine-learning projects, the model has to frequently be retrained to adapt to changing data or to personalize it. Continual learning is a set of approaches to train machine learning models incrementally, using data samples only once as they arrive. What is continual learning?

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AI vs Humans: Stay Relevant or Face the Music

Unite.AI

Today, AI benefits from the convergence of advanced algorithms, computational power, and the abundance of data. Job displacement due to automation is a significant concern, with studies projecting up to 39 million Americans losing their jobs by 2030. Along the journey, many important moments have helped shape AI into what it is today.

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Emerging Trends in Reinforcement Learning: Applications Beyond Gaming

Marktechpost

Finance In finance, RL algorithms are revolutionizing investment strategies and risk management. Despite their potential, RL models in finance grapple with the uncertainties of financial markets and ethical concerns regarding automated trading systems. Smart Cities In urban planning, RL is used to optimize traffic management systems.

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Automate call center quality assurance the right way

LevelAI

Automating the QA process is a solution that can address these shortcomings, but there are many pitfalls to avoid when automation contact center QA. Not all QA automation tools are made equal and vary wildly in scope and quality. Let’s delve into the potential pitfalls to avoid when automating call center QA.

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Revolutionizing the Classroom: The New Era of AI-Enhanced Learning

Unite.AI

Unlike traditional computer programs that are designed to follow a strict set of rules, AI systems learn from data and improve over time. You do not have to explicitly program an AI to navigate a maze; you can train it to learn how to do so by itself. And what about automated assessments ?

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10 Best AI Email Inbox Management Tools (June 2023)

Unite.AI

Key Features: Hyper-personalized follow-ups to increase response rates Email variation testing for continuous improvement Unified inbox for managing all accounts at one place Multiple account support for enhanced deliverability Scalable outreach with no additional cost 3.

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Navigating the Learning Curve: AI’s Struggle with Memory Retention

Unite.AI

Known as “catastrophic forgetting” in AI terms, this phenomenon severely impedes the progress of machine learning , mimicking the elusive nature of human memories. This insight is pivotal in understanding how continual learning can be optimized in machines to closely resemble the cognitive capabilities of humans.