Sven Giesselbach – författare & böcker

Foundation Models for Natural Language Processing

Pre-trained Language Models Integrating Media

Inbunden, Engelska, 2023

390 kr

Skickas inom 5-8 vardagar

This open access book provides a comprehensive overview of the state of the art in research and applications of Foundation Models and is intended for readers familiar with basic Natural Language Processing (NLP) concepts. Over the recent years, a revolutionary new paradigm has been developed for training models for NLP. These models are first pre-trained on large collections of text documents to acquire general syntactic knowledge and semantic information. Then, they are fine-tuned for specific tasks, which they can often solve with superhuman accuracy. When the models are large enough, they can be instructed by prompts to solve new tasks without any fine-tuning. Moreover, they can be applied to a wide range of different media and problem domains, ranging from image and video processing to robot control learning. Because they provide a blueprint for solving many tasks in artificial intelligence, they have been called Foundation Models. After a brief introduction to basic NLP models the main pre-trained language models BERT, GPT and sequence-to-sequence transformer are described, as well as the concepts of self-attention and context-sensitive embedding. Then, different approaches to improving these models are discussed, such as expanding the pre-training criteria, increasing the length of input texts, or including extra knowledge. An overview of the best-performing models for about twenty application areas is then presented, e.g., question answering, translation, story generation, dialog systems, generating images from text, etc. For each application area, the strengths and weaknesses of current models are discussed, and an outlook on further developments is given. In addition, links are provided to freely available program code. A concluding chapter summarizes the economic opportunities, mitigation of risks, and potential developments of AI.

Foundation Models for Natural Language Processing : Pre-trained Language Models Integrating Media

AvGerhard Paaß,Sven Giesselbach

Engelska, 2023

667 kr

Skickas inom 5-8 vardagar

Foundation Models for Natural Language Processing

Pre-trained Language Models Integrating Media

AvGerhard Paaß,Sven Giesselbach

Häftad, Engelska, 2023

308 kr

Skickas inom 5-8 vardagar

This open access book provides a comprehensive overview of the state of the art in research and applications of Foundation Models and is intended for readers familiar with basic Natural Language Processing (NLP) concepts. Over the recent years, a revolutionary new paradigm has been developed for training models for NLP. These models are first pre-trained on large collections of text documents to acquire general syntactic knowledge and semantic information. Then, they are fine-tuned for specific tasks, which they can often solve with superhuman accuracy. When the models are large enough, they can be instructed by prompts to solve new tasks without any fine-tuning. Moreover, they can be applied to a wide range of different media and problem domains, ranging from image and video processing to robot control learning. Because they provide a blueprint for solving many tasks in artificial intelligence, they have been called Foundation Models. After a brief introduction to basic NLP models the main pre-trained language models BERT, GPT and sequence-to-sequence transformer are described, as well as the concepts of self-attention and context-sensitive embedding. Then, different approaches to improving these models are discussed, such as expanding the pre-training criteria, increasing the length of input texts, or including extra knowledge. An overview of the best-performing models for about twenty application areas is then presented, e.g., question answering, translation, story generation, dialog systems, generating images from text, etc. For each application area, the strengths and weaknesses of current models are discussed, and an outlook on further developments is given. In addition, links are provided to freely available program code. A concluding chapter summarizes the economic opportunities, mitigation of risks, and potential developments of AI.

Del 15508 - Lecture Notes in Computer Science

Machine Learning, Optimization, and Data Science

10th International Conference, LOD 2024, Castiglione della Pescaia, Italy, September 22–25, 2024, Revised Selected Papers, Part I

AvGiuseppe Nicosia,Varun Ojham. fl.

Häftad, Engelska, 2025

895 kr

Skickas inom 10-15 vardagar

The three-volume set LNAI 15508-15510 constitutes the refereed proceedings of the 10th International Conference on Machine Learning, Optimization, and Data Science, LOD 2024, held in Castiglione della Pescaia, Italy, during September 22–25, 2024.This year, in the LOD Proceedings decided to also include the papers of the fourth edition of the Symposium on Artificial Intelligence and Neuroscience (ACAIN 2024).The 79 full papers included in this book were carefully reviewed and selected from 127 submissions. The LOD 2024 proceedings focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Machine Learning, Optimization, and Data Science

10th International Conference, LOD 2024, Castiglione della Pescaia, Italy, September 22–25, 2024, Revised Selected Papers, Part I

AvRenato Umeton,M. Panos Pardalosm. fl.

E-bok

Engelska, 2025

1 141 kr

Läs direkt efter köp

The three-volume set LNAI 15508-15510 constitutes the refereed proceedings of the 10th International Conference on Machine Learning, Optimization, and Data Science, LOD 2024, held in Castiglione della Pescaia, Italy, during September 22–25, 2024.

This year, in the LOD Proceedings decided to also include the papers of the fourth edition of the Symposium on Artificial Intelligence and Neuroscience (ACAIN 2024).

The 79 full papers included in this book were carefully reviewed and selected from 127 submissions. The LOD 2024 proceedings focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Machine Learning, Optimization, and Data Science

10th International Conference, LOD 2024, Castiglione della Pescaia, Italy, September 22–25, 2024, Revised Selected Papers, Part II

AvGiuseppe Nicosia,Varun Ojham. fl.

Häftad, Engelska, 2025

739 kr

Skickas inom 10-15 vardagar

The three-volume set LNAI 15508-15510 constitutes the refereed proceedings of the 10th International Conference on Machine Learning, Optimization, and Data Science, LOD 2024, held in Castiglione della Pescaia, Italy, during September 22–25, 2024.This year, in the LOD Proceedings decided to also include the papers of the fourth edition of the Symposium on Artificial Intelligence and Neuroscience (ACAIN 2024).The 79 full papers included in this book were carefully reviewed and selected from 127 submissions. The LOD 2024 proceedings focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Machine Learning, Optimization, and Data Science

10th International Conference, LOD 2024, Castiglione della Pescaia, Italy, September 22–25, 2024, Revised Selected Papers, Part II

AvRenato Umeton,M. Panos Pardalosm. fl.

E-bok

Engelska, 2025

978 kr

Läs direkt efter köp

The three-volume set LNAI 15508-15510 constitutes the refereed proceedings of the 10th International Conference on Machine Learning, Optimization, and Data Science, LOD 2024, held in Castiglione della Pescaia, Italy, during September 22–25, 2024.

This year, in the LOD Proceedings decided to also include the papers of the fourth edition of the Symposium on Artificial Intelligence and Neuroscience (ACAIN 2024).

The 79 full papers included in this book were carefully reviewed and selected from 127 submissions. The LOD 2024 proceedings focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Del 15510 - Lecture Notes in Computer Science

Machine Learning, Optimization, and Data Science

10th International Conference, LOD 2024, Castiglione della Pescaia, Italy, September 22–25, 2024, Revised Selected Papers, Part III

AvGiuseppe Nicosia,Varun Ojham. fl.

Häftad, Engelska, 2025

728 kr

Skickas inom 10-15 vardagar

The three-volume set LNAI 15508-15510 constitutes the refereed proceedings of the 10th International Conference on Machine Learning, Optimization, and Data Science, LOD 2024, held in Castiglione della Pescaia, Italy, during September 22–25, 2024.This year, in the LOD Proceedings decided to also include the papers of the fourth edition of the Symposium on Artificial Intelligence and Neuroscience (ACAIN 2024).The 79 full papers included in this book were carefully reviewed and selected from 127 submissions. The LOD 2024 proceedings focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Machine Learning, Optimization, and Data Science

10th International Conference, LOD 2024, Castiglione della Pescaia, Italy, September 22–25, 2024, Revised Selected Papers, Part III

AvRenato Umeton,M. Panos Pardalosm. fl.

E-bok

Engelska, 2025

896 kr

Läs direkt efter köp

The three-volume set LNAI 15508-15510 constitutes the refereed proceedings of the 10th International Conference on Machine Learning, Optimization, and Data Science, LOD 2024, held in Castiglione della Pescaia, Italy, during September 22–25, 2024.

This year, in the LOD Proceedings decided to also include the papers of the fourth edition of the Symposium on Artificial Intelligence and Neuroscience (ACAIN 2024).

The 79 full papers included in this book were carefully reviewed and selected from 127 submissions. The LOD 2024 proceedings focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Nyhet

Giuseppe Nicosia, Varun Ojha, Sven Giesselbach, M. Panos Pardalos, Renato Umeton, La Malfa Emanuele, La Malfa Gabriele - Machine Learning, Optimization, and Data Science, Häftad

Del 16467 - Lecture Notes in Computer Science

Machine Learning, Optimization, and Data Science

11th International Conference, LOD 2025, Castiglione della Pescaia, Italy, September 21–24, 2025, Revised Selected Papers, Part I

AvGiuseppe Nicosia,Varun Ojham. fl.

Häftad, Engelska, 2026

917 kr

Skickas inom 5-8 vardagar

This two-volume set LNCS 16467-16468 constitutes the refereed proceedings of the 11th International Conference on Machine Learning, Optimization, and Data Science, LOD 2025, held in Castiglione della Pescaia, Italy, during September 21-24, 2025.The 58 full papers included in this book were carefully reviewed and selected from 180 submissions. They focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Nyhet

La Malfa Gabriele, La Malfa Emanuele, Renato Umeton, M. Panos Pardalos, Sven Giesselbach, Varun Ojha, Giuseppe Nicosia - Machine Learning, Optimization, and Data Science, E-bok

Machine Learning, Optimization, and Data Science

11th International Conference, LOD 2025, Castiglione della Pescaia, Italy, September 21-24, 2025, Revised Selected Papers, Part I

AvLa Malfa Gabriele,La Malfa Emanuelem. fl.

E-bok

Engelska, 2026

1 141 kr

Läs direkt efter köp

This two-volume set LNCS 16467-16468 constitutes the refereed proceedings of the 11th International Conference on Machine Learning, Optimization, and Data Science, LOD 2025, held in Castiglione della Pescaia, Italy, during September 21-24, 2025.The 58 full papers included in this book were carefully reviewed and selected from 180 submissions. They focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Nyhet

Del 16468 - Lecture Notes in Computer Science

Machine Learning, Optimization, and Data Science

11th International Conference, LOD 2025, Castiglione della Pescaia, Italy, September 21–24, 2025, Revised Selected Papers, Part II

AvGiuseppe Nicosia,Varun Ojham. fl.

Häftad, Engelska, 2026

890 kr

Skickas inom 5-8 vardagar

The two-volume set LNCS 16467-16468 constitutes the refereed proceedings of the 11th International Conference on Machine Learning, Optimization, and Data Science, LOD 2025, held in Castiglione della Pescaia, Italy, during September 21-24, 2025.The 58 full papers included in this book were carefully reviewed and selected from 180 submissions. They focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Nyhet

Machine Learning, Optimization, and Data Science

11th International Conference, LOD 2025, Castiglione della Pescaia, Italy, September 21-24, 2025, Revised Selected Papers, Part II

AvLa Malfa Gabriele,La Malfa Emanuelem. fl.

E-bok

Engelska, 2026

1 141 kr

Läs direkt efter köp

The two-volume set LNCS 16467-16468 constitutes the refereed proceedings of the 11th International Conference on Machine Learning, Optimization, and Data Science, LOD 2025, held in Castiglione della Pescaia, Italy, during September 21-24, 2025.The 58 full papers included in this book were carefully reviewed and selected from 180 submissions. They focus on machine learning, deep learning, AI, computational optimization, neuroscience and big data that includes invited talks, tutorial talks, special sessions, industrial tracks, demonstrations and oral and poster presentations of refereed papers.

Företag, bibliotek eller offentlig verksamhet?

Sven Giesselbach – författare

Foundation Models for Natural Language Processing

Foundation Models for Natural Language Processing : Pre-trained Language Models Integrating Media

Foundation Models for Natural Language Processing

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Machine Learning, Optimization, and Data Science

Mina sidor

Mina sidor

Hjälp

Hjälp

Om Bokus

Om Bokus

Populärt

Populärt

Inspiration

Inspiration