Btw, Machine Learning ~ Data Mining. ⢠Necessary ... knowledgeâ). ⢠Mass customization (adapt software to each) ..
Oct 18, 2017 - A âTPU podâ built with 64 second-generation TPUs delivers up to 11.5 petaflops of machine learning ac
Overall Survival of Brain Tumor Patients using MRI Images. Lina Chato. Department of ... analysis (LDA), and then trained by a deep neural network. Faro et al.Missing:
Mar 15, 2003 - A bi-annual newsletter is sent to all unit holders and ..... between a creator God, his people and the rest of creation placed under their ...
*Third Edition,* Eric Foner, Give Me Liberty! An American History, Vol. 2. • The
Autobiography of Malcolm X, As Told to Alex Haley. Additional readings will be ...
Melbourne Graduate School of Education. University ... The University of Melbourne ..... on the data from the second time period and this led to very good fit. The.
Residence among these horticulturalists is primarily virilocal, which obviously influences who might be available to instruct others about cultural things. Gardens.
U-learning environments that operate through both desktop and mobile technologies provide ... PIE is more reliant on well-formed HTML than is its desktop.
Germantown Friends School, Philadelphia. The authors report a diachronic investigation of cultural appren- ticeship, creativity, and cognitive representation in a ...
The current trend towards the inclusion of workplace learning in tertiary education courses raises significant questions regarding the balance between learning ...
Internet and Higher Education 14 (2011) 129â135 ..... Retrieved from. http://net.educause.edu/ir/library/pdf/pub7101.pdf. Phipps ... Mile: Systematic usability.
Dec 7, 2012 - and Vermetten 2004; Vermunt 2005) to refer to student learning forms, ..... These degrees were: Technical Industrial Engineer, Technical Industrial Design ... University of Valencia E-learning platform (https://poliformat.upv.es/portal)
Dec 7, 2012 - (2000), Goldfinch and Hughes (2007), Manzano and Hidalgo (2009),. Esguerra ...... http://www.etl.tla.ed.ac.uk/docs/ETLreport1.pdf. Accessed 4 ...
Advanced educational technologies are developing rapidly and online MOOC ... possibilities to unfold, the expertise and collaboration of many specialists will be ...
Mobile learning is seen as the natural evolution of e-learning, according to .... people who not only have a university degree, in some cases (six) have a master's.
connected to the notion of learning lives (Erstad, 2012, 2013) and to efforts to ... Support for these approaches comes from research showing how the ..... In our analyses, we follow Carla moving across the school and the home, partly supported ....
Nov 7, 2006 ... aim of this thesis was to study e-learning methods in virtual learning ... example
Kolb's learning style model and Felder-Silverman learning style ...
Mar 17, 2010 - Jenkins, A. (2000) Kolb's Experiential Learning Theory and Its Application in ... styles and recognizing this is the first stage in raising students' ...
.ppt etc.) and quizzes. All of the selected imply that constructivist model of learning is currently best fitted ... Faculty's LMS is based on free Moodle 1.9.9+ platform.
understand ICTs in a course, by outlining a time-based strategy for BL. In our model ...... His examples are practical, such as a car mechanic, a car insurer, a ...... in adult education and volunteered their participation to the studies and intervie
She has got a PhD in computer science and in her professional works tries to .... sometimes even on the spot, in order to get the best possible results. ... online courses adjusted to individual learner's needs â the courses that will enable them .
Introduction to Human. Learning. EDS 248. Stephen E. Brock, Ph.D.,NCSP.
Learning Theories. ▫ Behaviorism. ▫ Learning = external/nurture. ▫ Social
Learning ...
pay insufficient attention to translating this field knowledge into policy and wider ..... in Kenya, Zambia and Mongolia', IDS Research Report 69, Brighton: IDS.
reinforcement learning · black-box optimization · evolution strategies · dynamic ...... from quantum mechanics [13, 36] shares a common core with an older.
Hull's Neobehaviorism. • Tolman's Cognitive Behaviorism. • Bandura's Social
Learning Theory. • Skinner's Radical Behaviorism. 5 Schools of Behaviorism.
Psyc 104: Learning Chs 1 & 2 Intro and Methods
Intro to Learning and History Chapter 1
1
Behavior and Learning • What is behavior? • Behavior is any activity of an organism that can be directly or indirectly observed – Example: Observing a child randomly pushing the buttons on a stereo
Behavior and Learning • What is learning? • A relatively permanent change in behavior (or potential behavior) that results from som e kind of experience or practice. • Example: Pushing volum e button more when notice the change in loudness that occurs.
2
Behavior and Learning cont. •Why “Potenti al Behavi or”? •behavior changes are not always immediate (can be exhibited at a later time). •Example: the child now will begin pushing buttons on many different objects that she encounters in the future.
•Every time you learn something new, you have the potential to behave differently!
Behavior and Learning cont. • What causes these types of behavioral changes? – Classical Conditioning •
– Operant Conditioning •
– Observational Learning – Inherited patterns of behavior • e.g. fixed action patterns
3
Historical Background • • • • •
Aristotle: Empiricism and Laws of Assoc. Descartes: Mind-body Dualism and the Reflex The British Empiricists Structuralism Functionalism
• PROBLEM: use of inferences in studying the mind (not reliable results)
Behaviorism • John Watson di sli ked previ ous approaches • Introspection an unreliable research method • Can’t study the “mind” scientifically
• Wanted Psychol ogy to be a true sci ence • Direct observation of behavior NOT inference • environmental influences on observable behavior
• Law of Parsi mony – the simpler the explanation, the better!
• Learni ng is m ore i mportant than genetics
4
5 Schools of Behaviorism • • • • •
Watson’s Methodological Behaviorism Hull’s Neobehaviorism Tolman’s Cognitive Behaviorism Bandura’s Social Learning Theory Skinner’s Radical Behaviorism
Hull’s Neobehaviorism Tolman’s Cognitive Behaviorism Bandura’s Social Learning Theory Skinner’s Radical Behaviorism
5
Watson’s Methodological Behaviorism • Most extreme form • Study only directly observable behaviors (can’t study “thinking”) • Psychology’s “mentalism” must be stopped for the discipline to survive
Methodological Behaviorism: Role of Internal Processes • Internal processes consist of: – Conscious processes • Thoughts • Feelings
– Unconscious processes • Drives • Motives
• Internal processes exist, BUT: – don’t cause behavior – are not suitable subjects f or study
6
Other Characteristics of Methodological Behaviorism • Called “S-R Theory” • Learning: the result of associations between a Stimulus(S) and a Response (R) – Example: Lights turn off in classroom(S)-->talking stops(R)
• Mechanistic view (robotic) • Extreme position on the nature vs. nurture issue • Only a f ew ref lexes & basic emotions were inherited
5 Schools of Behaviorism • Watson’s Methodological Behaviorism
• Hull’s Neobehaviorism • Tolman’s Cognitive Behaviorism • Bandura’s Social Learning Theory • Skinner’s Radical Behaviorism
7
Hull’s Neobehaviorism • Disagreed with Watson: – Rejected Watson’s view that unobservable events (internal processes) couldn’t be studied – Thought internal processes could be studied once they were “operationalized” (measurable) • Example: “thirst” defined as number of minutes since last drink
– Believed some of these processes could mediate between the environment and behavior • Called these mediating processes “interve ning variables” • Processes were physiological – (e.g. hunger and the sex drive)
Hull’s agreement with Watson • Shared the view that Psychology’s mentalistic emphasis must go! – Only used internal variables that could be measured • Example: tired measured as # hours since sleep
• Also took a pure S-R approach to learning • Theory was also mechanistic
• Tolman’s Cognitive Behaviorism • Bandura’s Social Learning Theory • Skinner’s Radical Behaviorism
Tolman’s Cognitive Behaviorism • Disagreed with Watson and Hull: – Analyzed behavior more holistically – NOT just as a series of S-R connections – Viewed behavior to be “goal directed” – Influenced by Gestalt psychologists • “Whole greater than the sum of its parts” – Believed that internal cognitive processes like “expectations” and “hypotheses” guided behavior instead of just physiological processes (like Hull’s view)
9
Tolman’s Cognitive Behaviorism • Example: Navigating through the environment – Hull Says: learn sequence of right and left turns to get to the goal. – Tolman says: learns the signs that indicate how to get to the goal • Build up a “cognitive map” of the environment that is used to navigate
Intervening Variables in Tolman’s Approach • Cognitive Map - mental representation of surroundings • 3 groups of rats • Given reward (R) • Given no reward (NR) • Given no reward and then after 10 days began giving a reward (NR-R)
10
Concepts in Tolman’s Approach • Latent Learning – NR-R group had learned about the maze but it only showed when given a reward (had Cognitive Map)
• Distinction between “learning” and “performance
Place learning vs response learning • Place learning: – Rats always found reward in same place
• Response learning: – Rats always found reward if turned right
• Results: – Place learning rats learned much faster (some response rats never learned).
11
Concepts in Tolman’s Approach • Blocked Paths – Rats cxplore a maze – Then food provided • Take Path 1 (shortest) • If blocked at A, then take Path 2 (next shortest) • If blocked at B, then take Path 3 not path 2 (even though longer)
–
Ways that Tolman Agrees with Watson & Hull • Thought it was necessary but “shameful” to have to incorporate internal processes to explain behavior • Believed it was only okay to include internal processes because they were inferred from directly observable behavior
• Bandura’s Social Learning Theory • Skinner’s Radical Behaviorism
Bandura’s Social Learning Theory • Most different from Watson’s view • Interested in the influences of imitation and observation on learning. • Emphasized internal events (e.g. expectations) in learning. – E.g. If I also clean up my room I’ll expect to get reinforcement.
13
Bandura’s Social Learning Theory continued • Believed in “reciprocal determinism” – Environmental Events (Ss), Observable Behavior (Rs) and Internal Person Variables (thoughts and feelings) ALL influence each other – For example: – Having aggressive thoughts can result in aggressive behavior. – The aggressive behavior in turn effec ts the environment by causing others to have aggre ssive thoughts and actions – Their actions then affect your environment and change your thoughts.
Inf luences of Bandura’s Theory • Helped stimulate the development of Cognitive Theory by building on Tolman’s approach – – –
• Laid the groundwork for the popularity of Cognitive Behavioral Therapy – Treatment • Example: (depression) change areas in env. that cause extra stress and works to omit pessimistic thoughts
• Led to research on the influence of television (and other aspects of pop culture) on behavior
14
5 Schools of Behaviorism • • • •
Watson’s Methodological Behaviorism Hull’s Neobehaviorism Tolman’s Cognitive Behaviorism Bandura’s Social Learning Theory
• Skinner’s Radical Behaviorism
Skinner’s Radical Behaviorism • Another strict form of behaviorism • Emphasized influence of environmental consequences on overt & covert behavior & rejects internal events as explanations for behavior. • “overt behavior”: • “covert behavior”:
15
Ways Skinner Agreed with Watson • Disliked the increasing interest in internal processes – Emphasized the influence of the environment on overt behavior – Rejected the use of internal processes (or covert behaviors) to explain overt behavior • e.g. can’t use “fea r” to explain running away
– Believed “thoughts” and “feelings” were themselves behaviors that needed to be explained by environmental events • e.g. use being bitten by a dog to explain “fear” of dogs
Characteristics of Skinner’s View • Emphasized environmental consequences on causes of behavior – e.g. baby stands up for the first time --> praised – Baby will try to stand up again in the future (caused by praise)
• Not as mechanistic as Watson and Hull (we’re not helplessly controlled by environment) – Countercontrol – once we know how the environment influences our behavior, humans have the capacity to change the environment to have a more beneficial effect
16
Research Methods: For Outside of Class • Understand basic definitions in boldface in text so when we refer to them they are familiar. – For Example: • • • • • • •
stimulus & response Overt & covert Appetitive and aversive Deprivation and satiation Contiguity and contingency Types of Recording Methods Basic Research Designs