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Recommendation Engines
How companies like Amazon and Netflix know what “you might also like”: the history, technology, business, and social impact of online recommendation engines.Increasingly, our technologies are giving us better, faster, smarter, and more personal advice than our own families and best friends.Amazon already knows what kind of books and household goods you like and is more than eager to recommend more; YouTube and TikTok always have another video lined up to show you; Netflix has crunched the numbers of your viewing habits to suggest whole genres that you would enjoy.In this volume in the MIT Press's Essential Knowledge series, innovation expert Michael Schrage explains the origins, technologies, business applications, and increasing societal impact of recommendation engines, the systems that allow companies worldwide to know what products, services, and experiences “you might also like.”Schrage offers a history of recommendation that reaches back to antiquity's oracles and astrologers; recounts the academic origins and commercial evolution of recommendation engines; explains how these systems work, discussing key mathematical insights, including the impact of machine learning and deep learning algorithms; and highlights user experience design challenges.He offers brief but incisive case studies of the digital music service Spotify; ByteDance, the owner of TikTok; and the online personal stylist Stitch Fix.Finally, Schrage considers the future of technological recommenders: Will they leave us disappointed and dependent—or will they help us discover the world and ourselves in novel and serendipitous ways?
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A Gentle Noble's Vacation Recommendation, Volume 2
After their first successful adventure together, Lizel has officially formed a party with his guard and companion, the famous adventurer Gil.A renowned swordsman known by the moniker Single Stroke for his ability to take down any enemy with just one swipe, Gil has promised to protect Lizel as they become an official part of the adventurer's guild — and the two are already making waves!Lizel's charming personality has earned him a few friends by now, among them a young appraiser named Judge, the grandson of a rich merchant from the mercantile capital of Marcade.When he asks them to accompany him as guards on a trip to visit his grandfather, Lizel happily accepts the opportunity to sightsee and explore in such a famous country.Gil, on the other hand, is more excited about seeing if there are any super-strong monsters to fight in Marcade's Labyrinth.It's time for the newly-formed party to prove their mettle!
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Computing Taste : Algorithms and the Makers of Music Recommendation
Meet the people who design the algorithms that capture our musical tastes. The people who make music recommender systems have lofty goals: they want to broaden listeners’ horizons and help obscure musicians find audiences, taking advantage of the enormous catalogs offered by companies like Spotify, Apple Music, and Pandora.But for their critics, recommender systems seem to embody all the potential harms of algorithms: they flatten culture into numbers, they normalize ever-broadening data collection, and they profile their users for commercial ends.Drawing on years of ethnographic fieldwork, anthropologist Nick Seaver describes how the makers of music recommendation navigate these tensions: how product managers understand their relationship with the users they want to help and to capture; how scientists conceive of listening itself as a kind of data processing; and how engineers imagine the geography of the world of music as a space they care for and control. Computing Taste rehumanizes the algorithmic systems that shape our world, drawing attention to the people who build and maintain them.In this vividly theorized book, Seaver brings the thinking of programmers into conversation with the discipline of anthropology, opening up the cultural world of computation in a wide-ranging exploration that travels from cosmology to calculation, myth to machine learning, and captivation to care.
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Writing Recommendation Letters : The Discourse of Evaluation in Academic Settings
Even though reading and writing recommendation letters is one of the essential service tasks of the professorial life of academics, there are few resources to train graduate students and junior academics on how to draft a successful recommendation letter for different academic purposes.Writing Recommendation Letters draws linguistic and rhetorical principles from close to a thousand real-world examples of academic letters of recommendation.As a result, the research that informs the pedagogy is extensive, current, and highly relevant to the discourse of evaluation in academic settings with findings that have implications for genre-based writing instruction, English for Academic Purposes (EAP), and teaching of academic literacies.The authors are two experienced college professors who regularly teach graduate students and mentor young academics, so the reflection questions and instructor suggestions they provide were designed for today’s university classroom.The result is an instructive book that translates academic discourse structures and principles into accessible language, supplying authentic examples and ample writing practice. Key FeaturesReaders will learn the theoretical context that defines the genre of letters of recommendation.The book highlights the similarities and differences between the three different types of letters of recommendation: letters written for graduate admission, letters written in support of fellowship applications, and letters written to support obtaining a faculty position.Chapters on different aspects of linguistic and rhetorical features discuss presenting the applicants' credentials, highlighting the strengths of their character, accentuating and downplaying certain traits, as well as the pros and cons of boilerplate language and the use of customary frames for opening and closing. Readers will see real-world examples of actual letters of recommendation to see how seasoned faculty build the case for the applicant.
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Is there a timer for mindfulness training, meditation, yoga, and spirituality?
There is no set timer for mindfulness training, meditation, yoga, and spirituality as it varies from person to person. Some people may find it helpful to start with short sessions, such as 5-10 minutes, and gradually increase the duration as they become more comfortable. Others may prefer longer sessions right from the start. It's important to listen to your body and mind and find a timing that works best for you. The key is to be consistent and make it a regular practice in your daily routine.
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What are meditation and mindfulness?
Meditation is a practice that involves focusing the mind on a particular object, thought, or activity to train attention and awareness, and achieve a mentally clear and emotionally calm state. Mindfulness is a type of meditation that involves paying attention to the present moment without judgment. It involves being fully aware of your thoughts, feelings, bodily sensations, and surrounding environment. Both meditation and mindfulness have been shown to have numerous benefits for mental and physical well-being, including reducing stress, improving focus, and enhancing overall quality of life.
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Is loving-kindness meditation sufficient instead of mindfulness meditation?
Loving-kindness meditation and mindfulness meditation serve different purposes and can complement each other. While mindfulness meditation focuses on being present and aware of one's thoughts and feelings without judgment, loving-kindness meditation cultivates feelings of compassion and goodwill towards oneself and others. Both practices can be beneficial for overall well-being, and individuals may choose to incorporate both into their meditation routine for a more holistic approach to mental and emotional health. Ultimately, the effectiveness of each practice depends on the individual's specific needs and goals.
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What is the difference between mantra meditation and mindfulness meditation?
Mantra meditation involves focusing on a specific word, phrase, or sound to quiet the mind and cultivate a sense of inner peace. This repetition helps to anchor the mind and prevent distractions. On the other hand, mindfulness meditation involves being fully present in the moment, observing thoughts, feelings, and sensations without judgment. It emphasizes awareness of the present moment and acceptance of whatever arises. Both practices can help reduce stress and improve overall well-being, but they differ in their specific techniques and focuses.
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Going on a Meditation Retreat : Embracing Silence to Cultivate Mindfulness and Compassion
This book provides a straightforward, accessible guide to going on a silent meditation retreat. Written by experienced retreat facilitators, the book presents a mix of Buddhist wisdom, insights from modern psychology and mindfulness research, and personal accounts from meditators who have attended retreats with them in the last 30 years.The chapters provide advice on preparing for the retreat, such as booking and what to pack, and offer practical day-to-day guidance about how to sit whilst being kind to knee, back or other physical issues.There is detailed information about how to work compassionately with the difficult thoughts or emotions and other challenges participants typically encounter on this kind of more intensive meditation programme, as well as how to cultivate joy, gratitude, compassion and balance.The focus is on in-person retreats but the book also offers some guidance for teaching and participating in online home retreats, a new development which has emerged from the COVID-19 pandemic and lockdowns. The book as is an invaluable resource for anyone considering going on a silent meditation retreat to step out of the often frantic and overwhelming round of day-to-day activity and find space for reflection.It will also be of use to mindfulness teachers or trainees who are required to go on retreat for qualification purposes and to current or trainee retreat facilitators.
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Going on a Meditation Retreat : Embracing Silence to Cultivate Mindfulness and Compassion
This book provides a straightforward, accessible guide to going on a silent meditation retreat. Written by experienced retreat facilitators, the book presents a mix of Buddhist wisdom, insights from modern psychology and mindfulness research, and personal accounts from meditators who have attended retreats with them in the last 30 years.The chapters provide advice on preparing for the retreat, such as booking and what to pack, and offer practical day-to-day guidance about how to sit whilst being kind to knee, back or other physical issues.There is detailed information about how to work compassionately with the difficult thoughts or emotions and other challenges participants typically encounter on this kind of more intensive meditation programme, as well as how to cultivate joy, gratitude, compassion and balance.The focus is on in-person retreats but the book also offers some guidance for teaching and participating in online home retreats, a new development which has emerged from the COVID-19 pandemic and lockdowns. The book as is an invaluable resource for anyone considering going on a silent meditation retreat to step out of the often frantic and overwhelming round of day-to-day activity and find space for reflection.It will also be of use to mindfulness teachers or trainees who are required to go on retreat for qualification purposes and to current or trainee retreat facilitators.
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Building Recommendation Systems in Python and Jax : Hands-On Production Systems at Scale
Implementing and designing systems that make suggestions to users are among the most popular and essential machine learning applications available.Whether you want customers to find the most appealing items at your online store, videos to enrich and entertain them, or news they need to know, recommendation systems (RecSys) provide the way. In this practical book, authors Bryan Bischof and Hector Yee illustrate the core concepts and examples to help you create a RecSys for any industry or scale.You'll learn the math, ideas, and implementation details you need to succeed.This book includes the RecSys platform components, relevant MLOps tools in your stack, plus code examples and helpful suggestions in PySpark, SparkSQL, FastAPI, Weights & Biases, and Kafka. You'll learn:The data essential for building a RecSysHow to frame your data and business as a RecSys problemWays to evaluate models appropriate for your systemMethods to implement, train, test, and deploy the model you chooseMetrics you need to track to ensure your system is working as plannedHow to improve your system as you learn more about your users, products, and business case
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Retreat : How the Counterculture invented Wellness
The counterculture of the Sixties and theSeventies is remembered chiefly for music, fashion, art, feminism, computing,black power, cultural revolt and the New Left.But an until-now unexplored, yet noless important aspect — both in its core identity and in terms of its ongoingsignificance and impact — is its relationship with health. In this popular and illuminating culturalhistory of the relationship between health and the counterculture, MatthewIngram connects the dots between the beats, yoga, meditation, psychedelics,psychoanalysis, Eastern philosophy, sex, and veganism, showing how the hippiesstill have a lot to teach us about our wellbeing.
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Can mindfulness meditation also have no benefit?
While mindfulness meditation has been shown to have numerous benefits for mental and physical well-being, it is possible that it may not have a positive impact on everyone. Some individuals may not find mindfulness meditation helpful due to personal preferences, lack of consistency in practice, or underlying mental health conditions that require additional support. It is important to recognize that mindfulness meditation is not a one-size-fits-all solution and that different practices or therapies may be more effective for some individuals.
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Do you have experience with mindfulness meditation?
As an AI, I do not have personal experiences or consciousness to practice mindfulness meditation. However, I have been programmed with knowledge about mindfulness meditation and its benefits. If you have any questions or need guidance on mindfulness meditation techniques, feel free to ask!
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Which anchor point do you use as the meditation object in mindfulness meditation?
In mindfulness meditation, the anchor point used as the meditation object is often the breath. Practitioners focus their attention on the sensations of the breath as it enters and leaves the body, using it as a way to stay present and cultivate awareness. This helps to calm the mind and bring attention back to the present moment when it starts to wander. Other common anchor points include bodily sensations, sounds, or even a specific object or image.
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Search for a recommendation.
I recommend using a combination of online search engines and review websites to find recommendations for the product or service you are looking for. Look for reputable sources such as consumer reports, industry experts, and customer reviews to get a well-rounded view of the options available. Additionally, consider reaching out to friends, family, and colleagues for their personal recommendations based on their experiences. By gathering information from multiple sources, you can make a more informed decision.
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