“…Build, debug, and optimize transformer models for core NLP tasks, such as text classification, named entity recognition, and question answering Learn how transformers can be used for cross-lingual transfer learning Apply transformers in real-world scenarios where labeled data is scarce Make transformer models efficient for deployment using techniques such as distillation, pruning, and quantization Train transformers from scratch and learn how to scale to multiple GPUs and distributed environments…”

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“…A "Best Practices" section including recommendations for investigation and interrogation techniques. A real-world template for training law enforcement personnel. …”

“…The main prerequisites are knowledge of Bayesian statistics and basic Markov chain Monte Carlo methods. A number of real-world examples are thoroughly analyzed in order to demonstrate the methods and to assist the readers in applying these methods to their own work. …”

“…Starting from the basics the reader will be introduced to virtual museums issues and achievements, cataloguing, digitizing, publishing, and sustainable exploitation of cultural content, all exemplified by real-world case studies and applications. Taking into account more than 15 years of experience and results in digital cultural content research, the author provides a comprehensive view on issues and achievements in digital collections and cultural content for "memory institutions", developers of digital content and digital libraries, cultural content managers, publishers, librarians, and museum curators…”

“…Build, debug, and optimize transformer models for core NLP tasks, such as text classification, named entity recognition, and question answering; Learn how transformers can be used for cross-lingual transfer learning; Apply transformers in real-world scenarios where labeled data is scarce; Make transformer models efficient for deployment using techniques such as distillation, pruning, and quantization; Train transformers from scratch and learn how to scale to multiple GPUs and distributed environments." -- provided by publisher…”

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