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Your Guide to Understanding AI Algorithms

Introduction

Machine Learning (ML) is a subfield of artificial intelligence (AI) that enables systems to learn and improve from experience without being explicitly programmed. With the exponential growth of data, machine learning has emerged as a powerful tool for various applications, from healthcare to finance. This guide aims to simplify the fundamental concepts of ML and its commonly used algorithms.

What is Machine Learning?

At its core, machine learning involves using algorithms to find patterns in data. These patterns help in making predictions or decisions based on new input. The three primary types of machine learning are:

  • Supervised Learning: The model is trained on labeled data, where the desired output is known.
  • Unsupervised Learning: The model works with unlabeled data, identifying patterns and structures on its own.
  • Reinforcement Learning: The model learns by interacting with its environment, receiving feedback through rewards or penalties.

Popular Machine Learning Algorithms

Understanding the most common algorithms can help demystify the field of machine learning. Here are a few key algorithms:

1. Linear Regression

Used for predicting a continuous target variable, linear regression models the relationship between the input features and the output variable as a linear function.

2. Decision Trees

This algorithm uses a tree-like model of decisions to make predictions based on the features of the data. It is intuitive and easy to interpret.

3. Support Vector Machines (SVM)

SVMs are used for classification tasks and work by finding the hyperplane that best separates different classes in the data.

4. Neural Networks

These are complex models inspired by the human brain, useful for high-dimensional data tasks such as image and speech recognition. They consist of layers of interconnected nodes (neurons).

Steps in the Machine Learning Process

To successfully implement machine learning, follow these key steps:

  • Data Collection: Gather relevant data for your problem.
  • Data Preprocessing: Clean and transform the data to prepare it for analysis.
  • Model Selection: Choose the appropriate algorithm based on the nature of your data and problem.
  • Training: Train the model on the training dataset.
  • Evaluation: Assess the model’s performance using a separate test dataset.
  • Deployment: Integrate the model into your application or system for real-time predictions.

Challenges in Machine Learning

While machine learning offers immense potential, it also poses significant challenges:

  • Data Quality: Poor quality or biased data can lead to inaccurate models.
  • Overfitting: When a model learns too much about the training data, it performs poorly on unseen data.
  • Computational Resources: Some algorithms, particularly deep learning models, require substantial computing power.

Conclusion

Understanding machine learning and its algorithms is essential in today’s data-driven world. By grasping the basics, you can start exploring the potential applications of machine learning in various fields, ultimately leading to more informed decisions and innovative solutions.

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Alineaciones Probables – LaLiga Jornada 22

El Barcelona es líder con un punto de ventaja sobre el Real Madrid, por lo que está obligado a sumar de a tres en su visita al Elche.


La Jornada 22 del fútbol español arranca este sábado y el duelo entre Elche y Barcelona es uno de los programados para la cartelera sabatina.

El Barcelona llega como el mejor equipo de la competencia, en posesión del liderato pero con una diferencia muy limitada de puntos respecto al Real Madrid que no deja de presionar, por lo que debe ir de visita a buscar tres puntos que les permita despegarse y respirar con más calma.

Del otro lado, el Elche pelea por sumar puntos y aferrarse a la permanencia. Si bien por el momento no se encuentran en zona de descenso, la diferencia es mínima respecto a los puntos con los últimos tres lugares. El Elche está solo una victoria por encima de los clubes sotaneros.

Si bien el Barça es favorito, el Elche tiene un factor a su favor y es la localía, el Manuel Martínez Valero es su gran fortaleza, solo han perdido un partido en su casa en lo que va de la temporada y en este fin de semana deberán aprovechar para mantener la racha y rescatar puntos frente a los poderosos culés.

Los locales tienen una racha de cinco partidos sin conocer la victoria y el partido contra el Barcelona es la oportunidad perfecta para inyectar una dosis de confianza y ánimo en caso de poder sumar. Los culés llegan a este duelo tras una victoria contundente en Champions League frente al Copenhague, con lo que aseguraron el quinto puesto y su lugar directo a octavos de final.

Fecha y horario del Elche vs Barcelona

Jornada 22, LaLiga

Elche vs Barcelona

14:00 horas CDMX/15:00 horas E.T /Colombia, Perú, Ecuador, 15:00 horas; Argentina, Chile y Uruguay 17:00 horas

Manuel Martínez Valero

¿Dónde ver? Skysports en México/ESPN en Estados Unidos

Posibles alineaciones del Elche vs Barcelona

Elche: Iñaki Peña, Valera, Bigas, Affenbruger, Chust, Pedrosa, Aguado, Neto, Mendoza, Diangana, y Álvaro Rodríguez

Barcelona: Joan Garcia, Cancelo, Gerard Martín, Pau Cubarsí, Èric Garcia, Frenkie De Jong, Dani Olmo, Fermín; Raphinha, Lamine Yamal y Ferran Torres.

Additional relevant updates

“Housing Prices Continue to Fall Amid Market Slowdown”

A “sold” real estate sign in the Stittsville area of Ottawa, Ont. (Credit: Ashley Fraser/Postmedia files)

This week FP Video looks at more projections for 2026, with real estate prices expected to fall further, the growing chances of an stock market correction, and how long the Bank of Canada can keep the current interest rate  in place. Plus, how the average Canadian investor can get in on gold and silver’s recent rush.

Ron Butler, mortgage broker at Butler Mortgage, talks about how 2026 is shaping up to be another terrible year in real estate, with home prices set to fall further over next six months.

The housing market is showing signs of a continued slowdown as home prices across the country keep declining. Experts attribute this trend to a combination of rising mortgage rates, reduced buyer demand, and economic uncertainty. Many potential homeowners are now delaying purchases, while sellers are adjusting their expectations to attract buyers in a more competitive market.

Recent data indicates that the average home price has dropped compared to the previous quarter, marking one of the most significant declines in recent years. Urban areas, in particular, are experiencing sharper decreases as buyers reassess affordability in high-cost regions. Analysts suggest that this trend could continue if interest rates remain high and economic conditions do not improve.

For buyers, this slowdown could present opportunities to find more reasonably priced properties, although affordability challenges remain due to financing costs. Sellers, on the other hand, may need to be flexible on pricing or offer incentives to close deals.

Ed Devlin, founder and chief executive of Devlin Capital, talks about the biggest risks for investors in the year ahead, including “illegal” actions by the United States against Canada.

Royce Mendes, managing director and head of Macro Strategy at Desjardins, talks about how the Bank of Canada made the right call by holding its interest rate and signalling that it was monitoring risks to the economy.

Bipan Rai, head of ETF Strategy at BMO Global Asset Management, talks about equity plays on gold and where precious metals are headed from here in an extraordinary run.

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The AI That’s Always There

Introduction
In today’s fast-paced digital world, customers expect immediate responses to their inquiries. Chatbots, powered by artificial intelligence (AI), have emerged as a crucial tool in meeting these demands. They not only provide instant support but also enhance the overall customer service experience.

What is a Chatbot?

A chatbot is a software application designed to simulate conversation with human users, especially over the Internet. They utilize AI to understand and respond to customer queries in real-time, allowing businesses to manage customer interactions seamlessly.

The Benefits of Chatbots in Customer Service

1. 24/7 Availability

One of the most significant advantages of chatbots is their ability to operate around the clock. Unlike human agents, chatbots do not require breaks or rest, enabling them to provide assistance to customers anytime, anywhere.

2. Quick Response Times

Chatbots can handle multiple inquiries simultaneously, drastically reducing wait times. Customers no longer have to be placed on hold, leading to higher satisfaction rates.

3. Cost-Effective

By automating customer service tasks, businesses can save on labor costs while still maintaining high service levels. This can be particularly beneficial for small businesses or startups with limited resources.

4. Consistent Service

Chatbots provide uniform responses to customer inquiries, ensuring that every interaction is consistent. This helps in building trust and reliability with customers.

Challenges and Considerations

While chatbots have numerous benefits, there are challenges to consider. They may struggle with complex inquiries and lack the emotional intelligence that human agents offer. It’s essential for businesses to balance automation with human support to tackle more complicated issues effectively.

The Future of Chatbots in Customer Service

The technology behind chatbots is rapidly evolving. With advancements in natural language processing (NLP) and machine learning, future chatbots are set to become even more sophisticated, capable of understanding context and delivering personalized experiences for customers.

Conclusion

Chatbots are a game-changer in the realm of customer service. They provide an efficient, cost-effective, and reliable way for businesses to engage with their customers. As technology continues to advance, chatbots will become an even more integral part of the customer service landscape, ensuring that help is always just a click away.

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Snow, Strong Winds, and Bitter Cold

A winter storm warning goes is in effect for central North Carolina ahead of measurable snowfall in the state. The Triangle is expecting 3-6 inches of snow accumulation along with wind gusts of 30 to 40 mph.

Models indicate that snow will gradually spread from south to north late morning into the afternoon and evening Saturday. It will be a gradual process, though.

The snow is expected to ramp up on Saturday morning, but dry air early on is cutting into the total amount we expect in the Triangle. This doesn’t necessarily mean *no* snow, but it likely means less than initially projected. “Overnight, we will see some patchy areas of light snow,” WRAL meteorologist Kat Campbell said. “The heavier stuff is likely to come Saturday afternoon into Saturday night.”Send us your photos of snow | Live DUALDoppler5000 | Subscribe to weather alerts | Closings and delays | How to prepare your car for winter | Warming, deicing your car | Staying safe when power is out | Prevent slips and falls while walking on ice | Keep pipes from bursting

Early snow impacts on Friday

Schools and organizations across central N.C. are already canceling classes and events ahead of this weekend’s snowstorm that will move into the area late Friday night. There is no word yet on the status of classes and schools for Monday.

Local colleges and universities across the Triangle, including North Carolina Central University, UNC Chapel Hill and Duke University, have already begun preparing for the storm to come. Operations have been suspended through Sunday.

Both Durham and Wake County school systems have canceled weekend activities because of the weather.

Preparing for the weekend

Gov. Josh Stein declared a state of emergency, urging North Carolinians to prepare for accumulating snow, high winds, bitter cold and the possibility of power outages.

On Friday, Stein encouraged people to stay off the roads during the storm, which he warned could create “whiteout” conditions, making travel difficult.

Doug McNeil with the Department of Transportation said that crews already have shove operations in place that will start Friday night and will continue on a 24-hour basis. He also said that the NCDOT has already spread about 320,000 gallons of brines on the roads across central N.C. counties on Friday.

“The primary thing is to be able to restore traffic through the area and then into the communities on our main routes that allow emergency services, fire trucks, EMS, food deliveries to grocery stores to continue on,” McNeil said. “We focus on the main infrastructure first and then work into the rest of the network.”

Crews who have been brining and plowing the roads from last week’s storm have a quick turnaround to get back into preparing for this weekend’s storm conditions. Officials urge people that the best way to help out and support the hard-working crewmembers is to stay at home and let the trucks do their jobs.

The forecast is also calling for gusts strong
enough to bring down limbs and trees alike. Duke Energy’s Jeff Brooks says
men and material are ready to go, ahead of this weekend’s snow storm. Crews
expect the winter weather to cause small to midsize outages all across the state.

“Not big clusters, you know, maybe a few 1000
people out in various places,” Brooks said.

Any wind stronger than 29 miles per hour means
Duke Energy crews won’t be able to get up in bucket trucks to make repairs –
potentially making any potential outages last longer.

The winter storm warning, which began on Friday, continues through Sunday at 7 a.m. and impacts the entire state. Saturday and Sunday are WRAL Weather Alert Days due to our increasing snow chances.

With high wind gusts expected, Stein warned of the possibility of coastal flooding. WRAL meteorologist Grant Skinner says the Outer Banks is expected to see two to four feet of inundation, five to 12-foot waves in the surf zone and gusts up to 60 miles per hour. Blizzard conditions on the coast are possible, and if a blizzard warning were issued, it would be the first ever issued by the Morehead City Office since they started their record-keeping operations in the mid-90s.Measurable snow is expected throughout central North Carolina. However, confidence is growing that it won’t be heavy snow but rather light and fluffy.

Meteorologist Kat Campbell said shoveling should
be easier and may even help the plows on the roads as well.

The snow will be perfect if you plan to pull out
the sled this weekend. Campbell said the snow will be a little bit more powdery,
so building a snow man maybe a little harder.An upper-level low is still to our west, while surface low pressure is on the southeastern part of the
North Carolina coast.

Both will bring a lot of energy across the area
and allow for some pockets of heavy snow across the state.

So don’t worry if you wake up and don’t see snow
right away, meteorologist Aimee Wilmoth said it is just going to start a little
bit later.

“Extreme cold” to follow snow Sunday

An Extreme Cold Warning is in effect for our area Sunday morning. Wind chills drop toward 0°, if not a few degrees below that.

Kids will need to be bundled in layers and taking warm breaks inside if they plan to play in whatever snow we get.Meteorologist Mike Maze said isolated power outages are possible over the weekend. Wind gusts Saturday could reach 25 to 35 mph, which Maze said could cause some blowing snow, drifts and maybe even brief whiteout conditions.

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Who Will Lead the Future of Technology?

The world is witnessing an unprecedented competition in artificial intelligence (AI), where countries and corporations vie for dominance in a technology that promises to reshape industries, economies, and our daily lives. As nations invest heavily in AI research and development, the question arises: who will emerge as the leader in this transformative field?

The Current Landscape of AI Development

AI technology has made substantial strides over the past decade, with advancements in machine learning, natural language processing, and robotics. The United States and China are currently at the forefront, with their governments and tech giants pouring billions into AI research. Companies like Google, Microsoft, and Alibaba are racing to innovate and dominate the market.

United States: The Tech Powerhouse

The U.S. has long been a leader in technological innovation. Its vibrant startup ecosystem and world-class universities fuel AI research and development. Moreover, American companies are leveraging vast amounts of data and utilizing deep learning techniques to create cutting-edge products, such as autonomous vehicles and smart personal assistants.

China: The Rising Challenger

China, on the other hand, is rapidly closing the gap with substantial state support and ambitious national strategies like the “New Generation Artificial Intelligence Development Plan.” The Chinese government is not only investing in AI firms but also emphasizing data infrastructure, crucial for training AI models. Cities like Shenzhen are becoming global tech hubs, showcasing China’s swift advancement in AI capabilities.

The Role of Europe and Other Players

While the U.S. and China dominate, Europe is also making strides in AI. The European Union is focusing on ethical AI, investing in research to ensure that AI development benefits society as a whole. Countries like France and Germany are establishing robust frameworks for AI regulation, which could position them as leaders in ethical AI practices.

The Importance of Collaboration and Regulation

As the AI race intensifies, collaboration between governments, academia, and industry will be crucial. Nations need to establish regulations that promote innovation while ensuring safety and ethics in AI development. Global partnerships, such as those seen in research and standards-setting organizations, may play a vital role in shaping the future of AI technology.

The Future: A Shared Leadership?

It is conceivable that the future of AI will not belong to a single nation or corporation but rather emerge from a collaborative global effort. Technologies developed under shared ethical standards can pave the way for innovations that address global challenges, from climate change to healthcare.

Conclusion

The global AI race is not just about who leads but about how that leadership can shape a future that benefits all of humanity. As nations and companies strategize to secure their positions in this new technological revolution, fostering collaboration and ethical considerations will be essential to achieving sustainable progress.

As we look to the horizon, the question remains: will the future be dominated by a single leader or will we witness a new era of cooperative innovation? Only time will tell.

For further reading on AI advancements and their global impact, visit example.com.

Will Arnett’s Funny Fear of Embarrassment with Kevin Costner

NEED TO KNOW

  • Will Arnett once auditioned for Kevin Costner’s 1997 movie The Postman just after experiencing some form of food poisoning
  • “I was meeting Kevin Costner and I legitimately was worried about crapping my pants,” Arnett recalled
  • Costner costarred with Will Patton, Olivia Williams and Tom Petty in The Postman

Will Arnett‘s audition for a Kevin Costner movie came at a most inopportune moment.

When the Is This Thing On? star, 55, appeared on the Thursday, Jan. 29 episode of Hot Ones, he recalled auditioning for Costner’s 1997 movie The Postman just after suffering a form of food poisoning.

“Remember Kevin Costner did that movie, I think it was called The Postman? Anybody remember that movie?” Arnett said, after host Sean Evans asked him to reveal his “most painful” audition story.

“The night before I had eaten something bad, and I ended up going to the hospital because I was so dehydrated from being ill,” he remembered. “At that point, that afternoon going to meet him, that was the furthest I’d been away from the bathroom in like 14 hours. And I remember getting up there and meeting him and being a fan of his and just sweating. And just thinking like this could go really bad right now. I was meeting Kevin Costner and I legitimately was worried about crapping my pants.”

Kevin Costner in 1997’s The Postman.
Warner Bros.

Costner starred in and directed the 1997 movie, which takes place in a post-apocalyptic world. In the movie, Costner portrays a man who becomes known as The Postman, who helps bring people across the former United States back together. The movie also starred Will Patton, Olivia Williams, Tom Petty and Giovanni Ribisi, among others.

Arnett, who made his onscreen debut in 1996 in the movies Ed’s Next Move and Close Up, did not clarify which role in the movie he auditioned for. Though his first six onscreen roles came on the big screen, he ultimately found success and fame in 2003 when he began playing Gob Bluth on the hit TV series Arrested Development.

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Will Arnett in 1999.
Sam Levi/WireImageArnett has long been open about his struggles booking roles early in his career. In 2004, he shared with Variety that he had refused to audition for television pilots just before Arrested Development came around, because he had been burned before. 

“When it went to series, my character got cut or I got fired,” he said at the time, noting in particular the CBS series Still Standing, which he was cut from when CBS ordered additional episodes. “I’m not entirely sure. I know that both things happened.”

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Feel free to adapt any of these to suit your specific angle or focus!

In a world that is constantly changing, the ability to adapt is more important than ever. Whether in professional settings, personal projects, or daily routines, being flexible can lead to unexpected opportunities and success.

The Importance of Adaptability

Adaptability allows individuals and organizations to respond effectively to new circumstances. Key benefits include:

  • Innovation: Flexibility encourages creative problem-solving and the exploration of new ideas.
  • Resilience: Adapting helps to overcome challenges and setbacks without losing momentum.
  • Enhanced Collaboration: Openness to change fosters better teamwork and communication.

Strategies for Adaptation

Here are some practical strategies to embrace flexibility in your approach:

  • Stay Informed: Keep up with industry trends and advancements to anticipate changes.
  • Seek Feedback: Encourage input from others to identify areas for improvement.
  • Set Realistic Goals: Break big projects into manageable parts that can be adjusted as needed.
  • Embrace Learning: View every challenge as a learning opportunity rather than a setback.

Revising Your Approach

Feel free to adapt these strategies to suit your specific angle or focus! Consider the following:

  • If you’re a business leader, how can you create a culture that embraces change?
  • As an educator, what methods can you implement to adjust your teaching style based on student feedback?
  • In personal development, how can you shift your mindset to view flexibility as a strength?
  • Every piece of content benefits from flexibility. While guidelines, examples, and suggestions provide a helpful starting point, they are most effective when adapted to match your unique angle or focus. Rather than treating ideas as fixed rules, using them as adaptable frameworks allows creativity and originality to flourish.

    Adapting content ensures relevance. Different audiences respond to different tones, formats, and perspectives. By tailoring ideas to fit your goals—whether informative, entertaining, or persuasive—you create material that feels purposeful and engaging. This approach is especially useful in digital publishing, where trends, reader interests, and platforms constantly evolve.

    Flexibility also encourages efficiency. A single concept can be reshaped into multiple formats, such as articles, social posts, or visual content, without losing its core message. This saves time while maintaining consistency across platforms.

    Ultimately, adapting ideas empowers creators to maintain their voice while staying aligned with their objectives. When you customize suggestions to suit your focus, your content becomes more authentic, impactful, and meaningful. Ideas are meant to guide, not limit—use them as tools to tell your story in the way that best fits your vision.

Conclusion

Embracing adaptability isn’t just a skill; it’s a mindset. By being open to change and willing to adjust your methods, you position yourself for growth and success in any endeavor. Remember, it’s not just about the destination, but how you navigate the journey that truly matters.

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Navigating the Crypto Landscape

The world of cryptocurrency has witnessed exponential growth since the inception of Bitcoin in 2009. Although Bitcoin remains the most recognized and widely used digital currency, countless altcoins (alternative cryptocurrencies) have emerged, each offering unique features and functionalities. This article will explore the crypto landscape, focusing on navigating from Bitcoin to altcoins.

Understanding Bitcoin

Bitcoin is the first decentralized cryptocurrency, designed to function without a central authority or single administrator. Transactions are verified by network nodes through cryptography and recorded in a public distributed ledger called the blockchain. The primary appeal of Bitcoin lies in its transparency, security, and potential for high returns on investment.

What Are Altcoins?

Altcoins refer to any cryptocurrency other than Bitcoin. These include established currencies like Ethereum, Litecoin, and Ripple, as well as countless new entrants striving to create niche markets. Altcoins might offer improvements over Bitcoin, such as faster transaction speeds, increased privacy features, or enhanced programmability.

Types of Altcoins

  • Stablecoins: Cryptocurrencies pegged to a stable asset, typically fiat currencies like USD. Examples include Tether (USDT) and USD Coin (USDC).
  • Utility Tokens: Tokens designed to provide users with a product or service. Ethereum’s Ether (ETH) is a prime example.
  • Security Tokens: Digital representations of assets that can be traded on blockchain platforms.
  • Privacy Coins: Cryptocurrencies that focus on providing private transactions, such as Monero and Zcash.

Navigating the Crypto Market

Venturing into the world of altcoins can be daunting, but understanding key elements can facilitate a smoother navigation:

Research and Education

Stay informed by reading reputable sources, joining forums, and participating in discussions. Knowledge about the technology, market trends, and project fundamentals can significantly enhance your investment decisions.

Market Research Tools

Utilize various tools and platforms that offer market insights, price charts, and trading signals. Popular platforms include CoinMarketCap, CoinGecko, and TradingView.

Diversification

Investing solely in Bitcoin can limit your potential for returns. Diversifying your portfolio by including a mix of altcoins can balance risk and reward. However, thorough research is essential to identify worthwhile projects.

The Future of Cryptocurrency

The cryptocurrency space is rapidly evolving, with continuous advancements in technology and regulatory frameworks. As more institutions adopt blockchain technology and cryptocurrencies, the landscape will further expand. It is crucial to keep an eye on developments, market sentiment, and emerging trends.

Conclusion

From Bitcoin to altcoins, the cryptocurrency landscape offers a myriad of opportunities for investors. While Bitcoin remains a dominant force, understanding and navigating the diverse world of altcoins can unlock new potentials for those willing to explore and invest wisely. As always, embark on your crypto journey with caution, education, and a clear strategy.

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2023 Audie Award Finalists Revealed

  • The finalists for the 31st Audie Awards have been announced
  • The annual awards ceremony recognizes “distinction in audiobooks and spoken-word entertainment”
  • Cher, Tina Knowles and Kate McKinnon are among the finalists for this year’s awards

The finalists for the 31st annual Audie Awards have been announced.

The Audio Publishers Association (APA) announced their list of finalists for the 31st Audie Awards on Jan. 28. The annual ceremony, per a statement shared with PEOPLE, is the premier awards program for “recognizing distinction in audiobooks and spoken-word entertainment.”

The APA noted a record-breaking 2,300 entries for this year’s awards, demonstrating the huge and rising popularity of the medium.

“This year’s Audie Awards finalists represent the extraordinary range, innovation and creative excellence shaping today’s audiobook landscape,” APA president Sean McManus said in the statement. “The record increase in submissions marks a tremendous milestone for the Audies and is a powerful testament to the medium’s growing popularity and cultural impact. Audiobooks continue to expand the way stories are told and experienced, reaching broader audiences and cementing their place as an essential part of the publishing and entertainment industries.”

This year’s awards ceremony also sees the addition of four new categories: Adaptation/Original Work, Ensemble Performance, New Voice Award and Production and Sound Design.

See the full list of Audie Award finalists below.

Audiobook of the Year
The Devil Reached Toward the Sky
by Garrett M. Graff
Narrated by Edoardo Ballerini, a full cast and Garrett M. Graff

King of Ashes by S. A. Cosby
Narrated by Adam Lazarre-White

Pride and Prejudice by Jane Austen and Lulu Raczka
Narrated by Marisa Abela, Harris Dickinson, Glenn Close, Marianne Jean-Baptiste, Bill Nighy, Sophie Wilde, Jessie Buckley, Toheeb Jimoh, Patricia Allison, Bertie Carvel, Leah Hazard, David Gyasi, Rosalind Eleazar and a full cast

Shield of Sparrows: Book 1 in the Shield of Sparrows series by Devney Perry
Narrated by Samantha Brentmoor and Jason Clarke

Sunrise on the Reaping by Suzanne Collins
Narrated by Jefferson White

Wild Dark Shore by Charlotte McConaghy
Narrated by Saskia Maarleveld, Katherine Littrell, Cooper Mortlock and Steve West

The cover of ‘Wild Dark Shore’ by Charlotte McConaghy.
Flatiron BooksAdaptation/Original Work

The Big Fix: A Jack Bergin Mystery by John Mankiewicz, Jamie Napoli, Daniel Pyne, Katie Pyne and Aaron Lipstadt
Narrated by Jon Hamm, Ana de la Reguera, Alia Shawkat, Omar Epps, Erin Moriarty, Sosie Bacon, John Slattery and a full cast

Doctor Who — Hooklight 1 by Tim Foley
Narrated by Peter Davison, Paul McGann, Janet Fielding, Sarah Sutton, Matthew Waterhouse, Kieran Bew, Alan Cox, Ruby Crepin-Glyne, David Holt, Celia Imrie, Harriet Kershaw, Shogo Miyakita, David Shaw-Parker, Theo Solomon and Issy Van Randwyck

The Making of Jackson Parrish by Liv Constantine
Narrated by Ari Fliakos, Suzanne Elise Freeman and Scott Brick

Shot Clock by Andrew Bourelle
Narrated by Emma Love

What Could Go Wrong? written and narrated by Scott Z. Burns

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Autobiography/Memoir
Cher: Part One
by Cher
Narrated by Cher; Stephanie J. Block

Code Name: Pale Horse by Scott Payne
Narrated by Scott Payne with Michelle Shephard

The Heart of a Woman by Maya Angelou
Narrated by Uzo Aduba

Matriarch by Tina Knowles
Narrated by Tina Knowles, Beyoncé, Solange, Kelly Rowland and Angie Beyincé

Nobody’s Girl by Virginia Roberts Giuffre
Narrated by Thérèse Plummer and Gabra Zackman

Best Fiction Narrator
Will Patton for Lonesome Dove by Larry McMurtry

Marin Ireland for My Friends by Fredrik Backman

Kristin Atherton for Outlander by Diana Gabaldon

Dion Graham for Red Clay by Charles B. Fancher

Andrew Eiden for The Sideways Life of Denny Voss by Holly Kennedy

The cover of ‘The Sideways Life of Denny Voss’ by Holly Kennedy.
Lake Union PublishingBest Non-fiction Narrator

Martin Sheen for Ghosts of Hiroshima by Charles Pellegrino

Dion Graham for Remember Us by Robert M. Edsel and Bret Witter

Blair Underwood for Truly by Lionel Richie

Helen Stern for The Women’s Orchestra of Auschwitz by Anne Sebba

Dion Graham for The Zorg by Siddharth Kara

Business/Personal Development 
Breaking Trauma Bonds with Narcissists and Psychopaths
by Shahida Arabi, MA
Narrated by Rachel Perry

The Let Them Theory written and narrated by Mel Robbins

The Next Conversation written and narrated by Jefferson Fisher

Perseverance > Endurance by Blayne Smith and Brandon Young
Narrated by Joe Knezevich

Strong Ground written and narrated by Brené Brown

Ensemble Performance
A Bird in the Air Means We Can Still Breathe
by Mahogany L. Browne
Narrated by Emana Rachelle, Ozzie Jacobs, Elena Rey, Mahogany L. Browne, Amir Royale, Nile Bullock, Andrea Emmes, Brandon Miles, Kiebpoli Calnek, Ali Nasser, Tyla Collier, Marie-Francoise Theodore, Ron Butler and Chantelle Ramdeen

The Correspondent by Virginia Evans
Narrated by Maggi-Meg Reed, Jane Oppenheimer, Carly Robins, Jeff Ebner, David Pittu, Chris Andrew Ciulla, Mark Bramhall, Petrea Burchard, Robert Petkoff, Kimberly Farr, Jim Seybert, Cerris Morgan-Moyer, Jade Wheeler, Peter Ganim and Steve West

Dragon Day by Bob Proehl
Narrated by Hayley Atwell, Michael Chiklis, Aldis Hodge, Greta Lee, Jimmi Simpson and a full cast

Heartwood by Amity Gaige
Narrated by Justine Lupe, Alma Cuervo, Rebecca Lowman, Ali Andre Ali, Cary Hite and Helen Laser

Soundtrack by Jason Reynolds
Narrated by Nile Bullock, Mekhi Hewling, Jade Williams, Brandon Miles, Ryan Vincent Anderson, Amir Royale, Jasmin Richardson, Christopher Grant, Khaya Fraites, Nadine Simmons, Robb Moreira, We Ani, Rocky Anicette, Brandiss Seward, Siho Ellsmore, Tyrell Buckner, Gina Daniels, Karen Murray, Jonathan Beville, Karla Moore and Ronald Peet

Erotica
American Queen
by Sierra Simone
Narrated by Sophie Eastlake, Teddy Hamilton, Rex Rhys, Shane East and Valerie Azlynn

Axes and O’s by Kayla Grosse
Narrated by Stella Hunter, Stephen Dexter and Grayson Owens

House of Rayne by Harley LaRoux
Narrated by Allie Shae and Jaclyn Kelso

The Secrets We Hide by Berlin Wick
Narrated by Sean Masters and Branden Davis-Butler

Torment: Part One by Dylan Page
Narrated by Rylee Forrester

Español — Spanish Language 
Apocalipsis Z – El principio del fin
by Manel Loureiro
Narrated by Javier Rey, Maggie Civantos, José María de Tavira, Manuel Chacón, Oleg Kricunova, Marta Barriuso, Peter Nikolas, Rosalía Castro, Mercedes Castro, Manuel de Andrés, David García Palencia, Oscar Goikoetxea, Sabela Mascuñana and Daniel Méndez

(Cómo ser una) Gorda Libre by Miriam Lara-Mejia and Adonde Media
Narrated by Miriam Lara-Mejia

El hombre by Guillermo Arriaga
Narrated by Javier Poza, Noé Velázquez, Dan Osorio, Chava Reyes, Pilar Escandón and Ariel Sainz

Esperanza — La Autobiografía by Papa Francisco — Pope Francis
Narrated by Gerardo Prat

La Celestina by Fernando de Rojas
Narrated by Israel Elejalde, Natalia Huarte, María Pujalte, Pedro Casablanc, Francesco Carril, Marta Larralde, Eugenio Gómez, Juan Paños, Rebeca Hernando, Charo Soria, Paula Iwasaki, Arturo Querejeta, Jaime Soler Huete, Raúl García Arrondo, Pablo Ibáñez Durán and Daniel Ortiz

Faith-Based Fiction or Non-fiction
The Bible Recap for Kids
by Tara-Leigh Cobble
Narrated by Emma Faye

Embergold by Rachelle Nelson
Narrated by Aimee Lilly

Every Deadly Suspicion by Janice Cantore
Narrated by Jeannie Sheneman

The Last Keeper, The Dream Keeper Saga Book 5 by Kathryn Butler
Narrated by Shannon McManus

The Rebel Girls of Rome by Jordyn Taylor
Narrated by Jennifer Jill Araya and Jesse Vilinsky

Silent Horizons by Chad Robichaux and Jack Stewart
Narrated by Ray Porter

The cover of ‘Anima Rising’ by Christopher Moore.
William MorrowFantasy

Anima Rising by Christopher Moore
Narrated by Mary Jane Wells

Bury Our Bones in the Midnight Soil by V. E. Schwab
Narrated by Marisa Calin, Katie Leung and Julia Whelan

The Everlasting by Alix E. Harrow
Narrated by Sid Sagar and Moira Quirk

The Knight and the Moth by Rachel Gillig
Narrated by Samantha Hydeson

A Ruin, Great and Free by Cadwell Turnbull
Narrated by Dion Graham

Fiction
Atmosphere
by Taylor Jenkins Reid
Narrated by Kristen DiMercurio, Julia Whelan and Taylor Jenkins Reid

Broken Country by Clare Leslie Hall
Narrated by Hattie Morahan

The Correspondent by Virginia Evans
Narrated by Maggi-Meg Reed, Jane Oppenheimer, Carly Robins, Jeff Ebner, David Pittu, Chris Andrew Ciulla, Mark Bramhall, Petrea Burchard, Robert Petkoff, Kimberly Farr, Jim Seybert, Cerris Morgan-Moyer, Jade Wheeler, Peter Ganim and Steve West

The Favorites by Layne Fargo
Narrated by Christine Lakin, Louisa Zhu, Amy Landon, Elena Rey, Valerie Rose Lohman, Suzanne Toren, Graham Halstead, Julia Emelin, Layne Fargo, Eric Yang, Johnny Weir and Brandon Perea

Junie by Erin Crosby Eckstine
Narrated by Angel Pean

History/Biography
Baldwin: A Love Story
by Nicholas Boggs
Narrated by Ron Butler

The Fate of the Day by Rick Atkinson
Narrated by Grover Gardner and Rick Atkinson

Mark Twain by Ron Chernow
Narrated by Jason Culp

The Spinach King: The Rise and Fall of an American Dynasty by John Seabrook
Narrated by Dion Graham

The Zorg by Siddharth Kara
Narrated by Dion Graham

The cover of ‘The Zorg’ by Siddharth Kara.
St. Martin’s PressHorror

Bat Eater and Other Names for Cora Zeng by Baker Kylie Lee
Narrated by Natalie Naudus

Breathe In, Bleed Out by Brian McAuley
Narrated by Jeremy Carlisle Parker

The Buffalo Hunter Hunter by Stephen Graham Jones
Narrated by Shane Ghostkeeper, Marin Ireland and Owen Teale

Coffin Moon by Keith Rosson
Narrated by Pete Cross

They Bloom at Night by Trang Thanh Tran
Narrated by Nhi Do

Literary Fiction and Classics
33 Place Brugmann
by Alice Austen
Narrated by Shiromi Arserio, Jilly Bond, Nicholas Boulton, Billie Fulford-Brown, Danielle Cohen, Raphael Corkhill, Matthew Lloyd Davies, James Meunier, Joshua Riley and Simon Slater

The Director by Daniel Kehlmann
Narrated by Nicholas Boulton

The Emperor of Gladness by Ocean Vuong
Narrated by James Aaron Oh

Reports of His Death Have Been Greatly Exaggerated by James Goodhand
Narrated by Peter Noble

So Far Gone by Jess Walter
Narrated by Edoardo Ballerini

The Sound and the Fury by William Faulkner
Narrated by Edoardo Ballerini, Shaun Taylor-Corbett, Bronson Pinchot and Robin Miles

Middle Grade
All the Blues in the Sky
by Renée Watson
Narrated by Bahni Turpin

J vs K written and narrated by Kwame Alexander and Jerry Craft

The Trouble with Heroes by Kate Messner
Narrated by Mack Gordon

The Weirdies 3: Maybe This is a Bit Too Weird by Michael Buckley
Narrated by Helena Bonham Carter

Whale Eyes written and narrated by James Robinson

Mystery
Gone Before Goodbye
by Reese Witherspoon and Harlan Coben
Narrated by Reese Witherspoon, Chris Pine, Kiff VandenHeuvel, Suehyla El-Attar Young, Peter Ganim, Saskia Maarleveld and James Fouhey

Gray Dawn by Walter Mosley
Narrated by Michael Boatman and Walter Mosley

The Queens of Crime by Marie Benedict
Narrated by Bessie Carter

Secret Sister by Sarah A. Denzil
Narrated by Jessica Gunning, Sacha Dhawan, Joanne Froggatt, Nathaniel Curtis and Hopi Grace

Vera Wong’s Guide to Snooping (on a Dead Man) by Jesse Q. Sutanto
Narrated by Eunice Wong

The cover of ‘Vera Wong’s Guide to Snooping (on a Dead Man)’ by Jesse Q. Sutanto.
BerkleyNarration by the Author

Ditching the Sky written and narrated by Heidi A. Porch

Everything Is Tuberculosis written and narrated by John Green

Food for Thought written and narrated by Alton Brown

I Am Nobody’s Slave written and narrated by Lee Hawkins

Separation of Church and Hate written and narrated by John Fugelsang

New Voice Award (Judges Category)
Lily Newmark for Bog Queen by Anna North

Shane Ghostkeeper for The Devil Is a Southpaw by Brandon Hobson

James Aaron Oh for The Emperor of Gladness by Ocean Vuong

Gem Carmella for The River Has Roots by Amal El-Mohtar

Nicole Cash for We Don’t Talk About Carol by Kristen L. Berry

The PEOPLE Puzzler crossword is here! How quickly can you solve it? Play now!

Nonfiction
Death in the Jungle
by Candace Fleming
Narrated by Karen Murray

Everything Is Tuberculosis written and narrated by John Green

A Fine Line Between Stupid and Clever written and narrated by Rob Reiner, Christopher Guest, Michael McKean and Harry Shearer

On the Hippie Trail written and narrated by Rick Steves

Separation of Church and Hate written and narrated by John Fugelsang

Production and Sound Design
Dragon Day
by Bob Proehl
Narrated by Hayley Atwell, Michael Chiklis, Aldis Hodge, Greta Lee, Jimmi Simpson and a full cast

King Sorrow by Joe Hill
Narrated by Ari Fliakos, Dominic Hoffman, Ian Shaw, Jaime Lamchick, Kate Mulgrew, Kevin Stillwell, Kristen Ariza, Kristen Sieh, Marin Ireland, Micky Shiloah, Mike Ortego, Pete Simonelli, Peter Ganim, Tim Sample and Virginia Kull

Millie Fleur Saves the Night by Christy Mandin
Narrated by Elizabeth Knowelden

The River Has Roots by Amal El-Mohtar
Narrated by Gem Carmella

The cover of ‘Soundtrack’ by Jason Reynolds.
Penguin Random HouseSoundtrack by Jason Reynolds

Narrated by Nile Bullock, Mekhi Hewling, Jade Williams, Brandon Miles, Ryan Vincent Anderson, Amir Royale, Jasmin Richardson, Christopher Grant, Khaya Fraites, Nadine Simmons, Robb Moreira, We Ani, Rocky Anicette, Brandiss Seward, Siho Ellsmore, Tyrell Buckner, Gina Daniels, Karen Murray, Jonathan Beville, Karla Moore and Ronald Peet

Under Milk Wood by Dylan Thomas
Narrated by Iwan Rheon, Heledd Gywnn, Tim Treloar, Gareth Pierce, Ruby Valentino, Betsan Llwyd, Eiry Thomas, Elena Valentine, Aneirin Hughes, Michael Grinter, Elsie Gallacher, Geriant Pickard, Lowri Gwynne, Bronwen Price and Hannah Lloyd

Romance
Great Big Beautiful Life
by Emily Henry
Narrated by Julia Whelan

King of Envy by Ana Huang
Narrated by Jason Clark and Nia Serge

Looking for Group by Alexis Hall
Narrated by Will Watt, Sam Newton, Morag Sims, Rich Keeble, Matt Godfrey and Chris Devon

Plus Size Player by Danielle Allen
Narrated by Wesleigh Siobhan

Say You’ll Remember Me by Abby Jimenez
Narrated by Christine Lakin and Matt Lanter

Science Fiction
All-Star Superman
by Grant Morrison and Frank Quitely; Adapted by Meghan Fitzmartin
Narrated by Marc Thompson, Kristen Sieh, Christopher Smith, Jessica Almasy, Matthew Amendt, Pete Bradbury, Scott Brick, Brennan Brown, Will Damron, Sean Kenin Elias-Reyes, Lauren Ezzo, Robert Fass, James Fouhey, Todd Haberkorn, Neil Hellegers, Dominic Hoffman, Đavid Lee Huỳnh, Joshua Kane, January LaVoy, Saskia Maarleveld, Brandon McInnis, Ray Porter, Salli Saffioti, Catherine Taber and Oliver Wyman

The Dark Forest by Cixin Liu; translated by Joel Martinsen
Narrated by Jess Hong

Flybot by Dennis E. Taylor
Narrated by Ray Porter

New Arcadia: Judgment Day by Eric Jason Martin
Narrated by Eric Jason Martin, Robert Patrick, Matthew Mercer, Erika Ishii, Sam Riegel, Dave Fennoy, Marin Ireland, January LaVoy, James Urbaniak, Emily Woo Zeller and a full cast

Simultaneous by Eric Heisserer
Narrated by Ray Porter, Marin Ireland and Stephanie Sheh

The Two Lies of Faven Sythe by Megan E O’Keefe
Narrated by Zara Ramm

Short Stories/Collections
Alibis
by Freida McFadden, Sally Hepworth, David Lagercrantz, Chris Bohjalian, Chad Zunker and Wanda M. Morris
Narrated by Lauryn Allman, Anthea Greco, Graham Halstead, Eric Altheide, Soneela Nankani, Pete Simonelli, Amara Jasper and Susannah Jones

Animal Bodies: On Death, Desire, and Other Difficulties by Suzanne Roberts
Narrated by Julia Whelan

The End of the World as We Know It: New Tales of Stephen King’s The Stand edited by Christopher Golden and Brian Keene with an Introduction by Stephen King
Narrated by Sean Patrick Hopkins and Adenrele Ojo

Food for Thought written and narrated by Alton Brown

The Illustrated Man by Ray Bradbury
Narrated by Prentice Onayemi, Ari Fliakos, and Marin Ireland

Notes to John by Joan Didion
Narrated by Julianne Moore

The cover of ‘Notes to John’ by Joan Didion.
Penguin Random HouseThriller/Suspense

Beautiful Ugly by Alice Feeney
Narrated by Richard Armitage and Tuppence Middleton

Don’t Let Him In by Lisa Jewell
Narrated by Richard Armitage, Joanne Froggatt, Tamaryn Payne, Gemma Whelan, Louise Brealey and Patience Tomlinson

Everyone Is Lying to You by Jo Piazza
Narrated by Rachel F. Hirsch, Sarah Reny, Vas Eli and Saskia Maarleveld

Havoc by Christopher Bollen
Narrated by Maggi-Meg Reed

To Die For by David Baldacci
Narrated by Zach Villa, Mela Lee, Cassandra Morris, Rena Marie Villano, Christine Lakin, Will Collyer, Kiff Vandenheuvel and Erin Bennett

Young Adult
Lady or the Tiger
by Heather M. Herrman
Narrated by Sophie Amoss

The Otherwhere Post by Emily J. Taylor
Narrated by Barrie Kreinik

The Scammer by Tiffany D. Jackson
Narrated by January LaVoy

Sunrise on the Reaping by Suzanne Collins
Narrated by Jefferson White

Under the Same Stars by Libba Bray
Narrated by Jeremy Carlisle Parker, January LaVoy and Major Curda

Young Listeners
Benny on the Case
by Wesley King
Narrated by P.J. Ochlan

How the Word Is Passed by Clint Smith and Sonja Cherry-Paul
Narrated by Clint Smith

Pajammin’ written and narrated by Ziggy Marley

Prince Among Slaves by N. H. Senzai
Narrated by Junior Nyong’o and N. H. Senzai

Secrets of the Purple Pearl by Kate McKinnon
Narrated by Kate McKinnon and Emily Lynne

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