CMPUT 366 F20: Real-time Heuristic Search Vadim Bulitko September 22, 2020 CMPUT 366 F20: Real-time Heuristic Search 1 Lecture Outline Real-time Heuristic Search two optional research papers posted on eClass CMPUT 366 F20: Real-time Heuristic Search 2 Problems with Search Algorithms So Far All search algorithms so far were off-line and bird’s eye an agent […]
Mobile Computing COMP5216 Week 06 Semester 2, 2020 Dr. Kanchana Thilakarathna School of Computer Science The University of Sydney Page 1 Announcements – Project proposal submissions are due now. – After marking the project proposals, I’ll organize individual feedback sessions. – Official moving of students between tutorials are not going to happen. – Due to
Announcements Reminder: pset5 out, due midnight today • pset5 self-grading form out Monday, due 11/16 (1 week) • pset 6 out next week 11/12 Reinforcement Learning Deep Mind’s bot playing Atari Breakout Machine Learning 2019, Kate Saenko 3 Reinforcement Learning • Plays Atari video games • Beats human champions at Poker and Go • Robot
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Announcements Reminder: pset5 self-grading form and pset6 out Thursday, due 11/19 (1 week) • No lab this week! Reinforcement Learning II Recall: MDP notation • S – set of States • A – set of Actions • 𝑅: 𝑆 →R (Reward) • Psa – transition probabilities (𝑝(𝑠, 𝑎, 𝑠′) ∈ R) • 𝛾 – discount
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Announcements Reminder: ps3 due Thursday 10/8 at midnight (Boston) • ps4 out Thursday, due 10/15 (1 week) • Lab this week – neural network learning • ps3 self-grading form out Monday, due 10/19 Neural Networks III Today: Outline • Neural networks cont’d • Types of networks: Feed-forward networks, convolutional networks, recurrent networks • ConvNets: multiplication
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Announcements Reminder: Class challenge out! Ends December 10th • Lab this week – go over pset6 solutions, tips for challenge Vision & Language Applications Slides adapted from Kate Saenko Machine Learning so far… General AI: machines that see, talk, act Action Vision Language ▪ Social media analysis ▪ Security and smart cameras ▪ AI assistants
Announcements Reminder: ps3 due tonight 10/8 at midnight (Boston) • ps4 out today, due 10/15 (1 week) • ps3 self-grading form out Monday, due 10/19 • Grades for ps1 & ps2 are being posted to blackboard (by Monday) • Midterm 10/22 – have to finish test once began, should have blank paper that you will
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Announcements Reminder: self-grading forms for ps1 and ps2 due 10/5 at midnight (Boston) • ps3 out on Thursday, due 10/8 (1 week) • LAB this week: go over solutions for the first two homeworks Agglomerative Clustering Example (bottom-up clustering) Image source: https://en.wikipedia.org/wiki/Hierarchical_clustering K-Means for Image Compression 3 Choose subspace with minimal “information loss” 𝑢(1) ∈
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Machine Learning Introduction Bryan Plummer Slides adapted from Kate Saenko Saenko 1 8 year-gap about me A.S., MCC B.S. & PhD, UIUC At BU 2018- Tenure Track 2020- • Research: Artificial Intelligence – Deep Learning for Vision – Vision and language understanding – Representation learning, Explainable AI, Efficient Neural Networks 2 Today • What is
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FM 9528 – Banking Analytics Coursework 3 Coursework 3 – Deep Learning In this coursework we will continue our study of mortgages in the US, but now we will analyze results at a zipcode level. The question that we want to answer is “can satellite images help our modelling process?”. For this, you are given
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