Building Machines That Learn and Think Like People

Recent progress in artificial intelligence (AI) has renewed interest in building systems that learn and think like people. Many advances have come from using deep neural networks trained end-to-end in tasks such as object recognition, video games, and board games, achieving performance that equals or even beats humans in some respects. Despite their biological inspiration and performance achievements, these systems differ from human intelligence in crucial ways. We review progress in cognitive science suggesting that truly human-like learning and thinking machines will have to reach beyond current engineering trends in both what they learn, and how they learn it. Specifically, we argue that these machines should (a) build causal models of the world that support explanation and understanding, rather than merely solving pattern recognition problems; (b) ground learning in intuitive theories of physics and psychology, to support and enrich the knowledge that is learned; and (c) harness compositionality and learning-to-learn to rapidly acquire and generalize knowledge to new tasks and situations. We suggest concrete challenges and promising routes towards these goals that can combine the strengths of recent neural network advances with more structured cognitive models.Comment: In press at Behavioral and Brain Sciences. Open call for commentary proposals (until Nov. 22, 2016). https://www.cambridge.org/core/journals/behavioral-and-brain-sciences/information/calls-for-commentary/open-calls-for-commentar

Boy meets goal, boy loses goal, boy gets goal : the nature of feedback between goal-based simulation and understanding systems

We are designing a goal-based planning and simulation system called REACTOR for a multiple-actor world in which partially formulated plans are monitored during execution, providing feedback to the planner. Plan failures that occur are diagnosed by a combination of top-down (plan-synthesis) and bottom-up (plan-understanding) techniques, allowing an informed choice of response to the error. By maintaining separate belief spaces for each actor, we simulate planners who themselves simulate the planning and plan-understanding of other actors

Make Your Job Summer Program: A Report to the Network for Teaching Entrepreneurship

Make Your Job Summer Program condenses the material in NFTE's year-long high school curriculum into an intensive two-week course. Over the course of these two weeks, from 9-5 pm each day, students learn about businesses and entrepreneurship while simultaneously designing their business plans. At the end of the program, students present their business plans to a panel of judges to compete for seed money. At two of the 18 sites, NFTE also offered an 8- 10 week version of the program called Startup Summer. Startup Summer is for students who already participated in NFTE during the school year and takes the program a step further by helping them execute their business plans. Students in Startup Summer continue to receive support in launching their businesses into the school year. 378 students participated in the BizCamps and 77 participated in Startup Summer (at the Los Angeles and New York City sites). Although some sites had run NFTE-related summer programs in prior years, other sites were running the summer program for the first time. Two of these BizCamps (Girl Empower BizCamps) served female students exclusively.Our research examines both the impact and implementation of the program and considers:- the types of students who enrolled in the program and why;- how the students experienced the program;- the perceived match between program design and student backgrounds and abilities;- how staff understood the goals and expectations of the program;- the capacities and resources that supported implementation;- the challenges experienced in delivering the program; and- how the program was adapted across sites

Contemporary developments in teaching and learning introductory programming: Towards a research proposal

The teaching and learning of introductory programming in tertiary institutions is problematic. Failure rates are high and the inability of students to complete small programming tasks at the completion of introductory units is not unusual. The literature on teaching programming contains many examples of changes in teaching strategies and curricula that have been implemented in an effort to reduce failure rates. This paper analyses contemporary research into the area, and summarises developments in the teaching of introductory programming. It also focuses on areas for future research which will potentially lead to improvements in both the teaching and learning of introductory programming. A graphical representation of the issues from the literature that are covered in the document is provided in the introduction

Native American education between assimilation and self-determination - Schooling in tribal communities in the state of Arizona

The paper explores the situation of education of Native American students in Arizona, USA. This entails an attention to some historical and to current developments. Focusing on certain school types in tribal communities and on the understanding of education from a native perspective, the aim is to show the dichotomy between self-determination and assimilation in educational processes and the challenge for the tribes to find own forms of schooling to prepare the young generations for future developments that benefit them and their tribes. The four school types, which are presented in the ... text, the author investigated on the Hopi and the Navajo reservation and in a Tohono O\u27odham community in Arizona in 2006. The intention of the field study was to capture a range of current schooling possibilities. Therefore schools were chosen that present the common types of today\u27s native institutions as well as their use by different tribal communities. In addition to half-standardized interviews with teachers of the schools the method of open observation in classrooms and in community events as well as print media analysis were used. (DIPF/Orig.

For the Public Good: Quality Preparation for Every Teacher

The goal is to ensure that teachers enter the profession ready for the demands of the 21st-century classroom. The first report from Bank Street College of Education's Sustainable Funding Project  looks at ways of reaching that goal through yearlong co-teaching experiences, commonly referred to as residencies, in classroom settings with experienced mentors.The report—"For the Public Good: Quality Preparation for Every Teacher"—also identifies public funding streams to support residency programs nationwide and outlines how teacher preparation providers and school districts can establish mutually beneficial partnerships to support high-quality teacher preparation