Other books that might interest you

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  Machine Learning with Python -...

  Alexander Cane

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  Ways to combat retraining depend on the algorithm and consist of the correct values of the trainer's met parameters. In practice, model estimation is not performed on the same input data that was used to train the model. Divide 10-20% of all available data into a separate set and call it a set for evaluation. We will bring the other 10-20% into the set for ratification, and 60-80% of the remaining ones will be given to the trainer. The principle of data sharing depends on the data and the task. Random sampling is often a good method if inputs are independent of each other, and there is no strong imbalance between the number of positive and negative entries. 
  The intuitive analogy here is the same as with university studies: the teacher solves some problems with students in pairs and gives other’s similar tasks in the exam. What is important here (both in teaching students and models) is that these tasks are varied, and students cannot simply memorize the answers, and those who have mastered the material (similar tasks) will be able to repeat the thought process and answer correctly. 
  In machine learning, we split into data two sets: we will use the evaluation set to evaluate each model we train, using different approaches, algorithms, and model types to select the best one. That is, for each model, we will have two precision values - precision on the training dataset and precision on the evaluation dataset. It is normal for the former to be higher than the second, but not significantly. A big difference indicates retraining.

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  Code Generation AI - Exploring...

  Et Tu Code

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  Discover the cutting-edge realm of Code Generation AI with this comprehensive audiobook, "Code Generation AI: Exploring the World of Automated Code Synthesis." Delve into the foundations of Automated Code Synthesis, offering a clear understanding of its principles. Uncover the power of Programming Language Agnosticism, enabling code generation across diverse languages. 
  Learn the intricacies of Code Generation Models, exploring their inner workings and gaining insights into crafting your own models. Navigate the nuances of optimising code quality and performance, essential for seamless integration into your projects. Explore the realm of Machine Learning for Code Generation, with a dedicated focus on the application of Deep Learning in Code Synthesis. 
  Embark on a journey through various paradigms with dedicated sections on Code Generation for Different Paradigms and GitHub Copilot's revolutionary impact on code writing. Gain insights into popular models and witness the synergy of Human-AI Collaboration in Software Development. The ebook provides practical examples of utilizing OpenAI Code Generation Models across diverse use cases. 
  Address security concerns with a dedicated section on the Security Implications of AI-Generated Code. Dive into the thriving world of Community and Open Source Contributions, highlighting the Evolution of Code Generation Tools. Explore real-world applications of Code Generation Models in industry and unravel the ethical considerations associated with Code Generation AI. 
  Confront challenges and envision the future prospects in this ever-evolving field. With a concise yet informative structure, this ebook serves as a comprehensive guide to Code Generation AI, offering a balance of theory and practical application. Stay ahead of the curve and embrace the future of code synthesis.

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  The Oak and the Larch - A Forest...

  Sophie Pinkham

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  Russia's forests account for nearly one-fifth of the world's wooded lands. The Oak and the Larch is the first-ever English-language exploration of this vast expanse—a dazzling environmental history of Russia that offers an urgent new understanding of the nature of Russian power, and of Russia's ideas of itself. 
  Award-winning scholar Sophie Pinkham's magisterial account spans centuries, revealing how forests have nourished ancient Siberian indigenous societies, defended medieval Slavic settlements from Mongol invasion, and served as both an essential natural resource and a potent cultural symbol for Russia in all its incarnations. By examining the country from the forest's perspective, Pinkham pushes far beyond the contemporary political environment in Russia. She draws on literature, history, and art to connect the expanse of the Russian wilderness and the nature of Russian culture, with indelible portraits of the diverse figures who have inhabited and celebrated these forests. She confronts the forest's role in Russia's long history of imperial conquest, and in resistance to this conquest. 
  The Oak and the Larch offers a vision of Russia rarely seen in the west, as a land defined by its wilderness, shaped by its encounters with the frontier, and—much like our own—ultimately beholden to nature's whim.

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  Food Health and Climate - Why It...

  Risto Isomäki

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  By favoring mostly plant-based foods, we can actually save the world – and live longer, healthier lives. 
  A shift to mostly plant-based diets and new food technologies could solve our most important and pressing global problems. Issues like climate change, hunger, freshwater shortages, the Sixth Extinction, antibiotic resistance, and the threat of new pandemics might just melt away with the new food revolution. 
  According to official estimates, meat and other animal-based products account for around 20% of human-generated greenhouse gas emissions. However, the real figure must be significantly higher. Emissions from soils of grazing lands and fields growing cattle feed have not been included in the official statistics. Methane emissions from polluted lakes, rivers, reservoirs and shallow seas are still classified as natural emissions. Besides, cattle raising and fields growing animal feed threaten to transform the whole Amazonian rainforest to semi-dry savannah. If this happens, animal agriculture will become, overwhelmingly, the main driver for global warming. 
  Food, Health and Climate explains why it is not possible to halt global warming without reducing meat consumption. On the other hand, if we manage to shift to more sustainable eating habits, billions of hectares of land will be freed from animal farming and could be used to grow new conservation and carbon-sink forests, or to produce raw materials for new wood- and biomass-based products that could replace metals, concrete, plastics, and chemicals. 
  Risto Isomäki is a Finnish science fiction and science writer and a leading expert on environmental issues.  His books have been published in more than twenty Asian and European languages. 
  “The fiction and non-fiction books written by Risto Isomäki are searching for an equal in the world in their scope and visionarity.” – Professor Heikki Hiilamo, University of Helsinki

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  Essay: A Beauty Worth Admiring...

  Joshua Dixon

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  What does self-care look like when struggling to make ends meet, living with a disability, or navigating intersectional marginalization? How can you prioritize well-being while divesting from systems built to destroy you? The answer: Hood Wellness, a groundbreaking exploration that challenges the oppressive systems deeply rooted in health and wellness industries in the United States. 
  In a world where self-care is critical to survival, Gordon offers a revolutionary perspective that celebrates individuals' unique privileges, challenges, and desires. By defying the norms of multi-billion-dollar industries, Hood Wellness illuminates the possibilities... 
  Joshua Dixon's essay, "A Beauty Worth Admiring," is a deeply personal narrative recounting his journey of survival, resilience, and self-discovery following a traumatic pit bull attack that left him with severe injuries at the age of eight. He describes the intense physical and emotional pain he endured during his recovery, including multiple surgeries and the challenges of navigating a world that often treated him with cruelty due to his appearance. 
  Despite these hardships, Joshua finds solace and strength in his family, especially his mother, who supported him unwaveringly. He shares how his passion for art and photography became a therapeutic outlet, allowing him to express the pain he couldn’t articulate with words and ultimately helping him reclaim his identity and confidence. 
  Joshua also reflects on the racism and ableism he encountered throughout his life, particularly during his time in school. He describes how these experiences, along with the ongoing struggle with body dysmorphia and mental health challenges, have shaped his commitment to promoting wellness and kindness through his platform, Admire Wear. The essay highlights his growth from a victim to a survivor who uses his story and art to inspire and uplift others.

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  Menopause the Wise Woman Way...

  Susun Weed

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  Join us for an enlightening discussion with Susun Weed, the esteemed author of "New Menopausal Years: The Wise Woman Way," hailed as one of the best books on navigating menopause. Explore herbal solutions for a myriad of challenges that accompany this transformative phase, including osteoporosis, hot flashes, mood swings, fatigue, flooding, fibroids, low libido, incontinence, anxiety, and depression. 
   
  Susun Weed delves into a wealth of knowledge encompassing thyroid health, fibromyalgia, male menopause, and herbal approaches for women undergoing hormone therapy. Engage in a thought-provoking dialogue about holistic remedies, gaining insights into maintaining well-being during menopause and beyond. 
   
  This discussion isn't just about menopause; it's a comprehensive exploration of women's health. Susun Weed provides valuable information and remedies for premenopausal challenges such as flooding, erratic periods, fibroids, spotting, water retention, and muscle soreness. Transition seamlessly into menopause with guidance on addressing hot flashes, sleeplessness, mood swings, headaches, palpitations, anxiety, depression, fatigue, and more. 
  Let the soothing and wise voice of Grandmother Growth accompany you on your menopausal metamorphosis journey.

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