An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Preceded by: Skills training manual for treating borderline personality disorder / Marsha M. Linehan. c1993.

As the number of available priests has declined, the Sunday Mass is becoming less and less available in some parishes and dioceses. Sunday Celebrations in the Absence of a Priest addresses this growing reality by providing the appropriate ritual to be used in the celebrating community. This revised ritual edition of Sunday Celebrations in the Absence of a Priest is fully bilingual, with Spanish and English printed side by side. It includes Morning Prayer, Evening Prayer, and two appendices, Directory for Sunday Celebrations in the Absence of a Priest and Gathered in Steadfast Faith. This beautifully bound ritual book includes three ribbons and is printed in two colors. It will be a welcome addition to the sacristy or library of every parish, school, convent, and religious house.

This easy-to-use resource provides initiation ministers with the pastoral tools needed to lead dismissal sessions with adults preparing for Baptism. Through reflection and discussion, each dismissal session guide helps to develop the catechumen’s relationship with Christ, self, and neighbor by internalizing the Word, concentrating their prayer around the Scriptures, and becoming familiar with the teachings of the Church. The step-by-step format makes leading the dismissal an easy and prayerful experience. The Living Word™: Leading RCIA Dismissals, Year A includes: - Guides for dismissal sessions for every Sunday and Holyday of Obligation of Year A - Seasonal overviews, Scripture backgrounds, and preparation materials for catechists - Seasonal dismissal texts for the priest celebrant - Complete reflection texts with discussion sparkers on the readings of the day - Centering ideas and closing prayers - Suggestions for additional catechetical topics that are connected to the readings of the day - An appendix with dismissal guides for the Rite of Acceptance, Rite of Sending, Rite of Election, and the three Scrutinies

The Manual of Tests and Criteria contains criteria, test methods and procedures to be used for classification of dangerous goods according to the provisions of Parts 2 and 3 of the United Nations Recommendations on the Transport of Dangerous Goods, Model Regulations, as well as of chemicals presenting physical hazards according to the Globally Harmonized System of Classification and Labelling of Chemicals (GHS). As a consequence, it supplements also national or international regulations which are derived from the United Nations Recommendations on the Transport of Dangerous Goods or the GHS. At its ninth session (7 December 2018), the Committee adopted a set of amendments to the sixth revised edition of the Manual as amended by Amendment 1. This seventh revised edition takes account of these amendments. In addition, noting that the work to facilitate the use of the Manual in the context of the GHS had been completed, the Committee considered that the reference to the "Recommendations on the Transport of Dangerous Goods" in the title of the Manual was no longer appropriate, and decided that from now on, the Manual should be entitled "Manual of Tests and Criteria".