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机器人学习--Carnegie Mellon University 认知机器人学课程

發布時間:2025/3/13 编程问答 29 豆豆
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官網鏈接:http://www.cs.cmu.edu/afs/cs/academic/class/15494-s19/schedule.html

資料打包下載:

?

Cognitive Robotics Schedule Spring 2019
?DateLectureOffice HoursProject/AssignmentHand-in
Week 1Mon 1/14Course overview and introduction to Cozmo.?Reading: Ten Big Ideas in Robotics?
Wed 1/16Robot software architecture and Python control structure.?Read the slides from Beazley's 2009 coroutines lecture. Somehwat dated but still really good.?
Fri 1/18Lab 1: Meet Cozmo!???
Week 2Mon 1/21Dr. Martin Luther King Holiday. No classes today.???
Wed 1/23Finite state machines.???
Fri 1/25Lab 2: Odometry?Finish Lab 2 for homework.?
Week 3Mon 1/28More state machines. Intro to particle filters.?Try out particle_filter_demo and pfdemo.py.?
Wed 1/30Particle filters. No class today; watch the video instead.?If you would like to learn more, see these excellent lectures on probabilistic robotics.Can Cozmo do this?
Fri 2/1Lab 3: Particle filters.?Finish Lab 3 for homework.Lab 2 due.
Week 4Mon 2/4Lecture: Kinematics.
Videos: Denavit-Hartenberg conventions, Towers of Hanoi, 3-dof arm IK, high-dof tentacle IK, tentacle manipulation
Resource: numpy quick start.
?Read: Introduction to homogenous transformations and robot kinematics, by Jennifer Kay.
Watch: Denavit-Hartenberg Conventions
?
Wed 2/6The world map.?Visualizing quaternions video series.
Play with quaternions.online (click to begin).
?
Fri 2/8Lab 4: Kinematics.?Finish Lab 4 for homework.Lab 3 due.
Week 5Mon 2/11More kinematics, world maps, and SLAM
Videos: Robot Navigation Using SLAM by Ibrahim Musba. SLAM A 00 by Claus Brenner.
???
Wed 2/13Path planning algorithms.
RRT Animation Gallery.
Videos: A* Search, Tekkotsu hand/eye planner
Intro to OpenCV. Demo: CircleWatcher.py
?Browse OpenCV Python Tutorials, specifically on contours.?
Fri 2/15Lab 5: Cozmo's path planner, and intro to SLAM.?Finish Lab 5 for homework.Lab 4 due.
Week 6Mon 2/18OpenCV part 2. Shape matching. Watershed algorithm (more info).
Files: water_coins.jpg, watershed.py.
Matplotlib. Examples: PlotDrive.fsm, PlotDrive.py; and Histogram.fsm Histogram.py
?Matplotlib usage. Matplotlib tutorial info.?
Wed 2/20Speech generation and recognition. Demo: Speech1.fsm.
Winograd's SHRDLU system, and a modern version.
?Read about SHRDLU.
Review regular expressions in Python.
?
Fri 2/22Lab 6: RRTs, and color class learning.?Finish Lab 6 for homework.?
Week 7Mon 2/25Backpropagation learning.
Demos: linfit.py, approxfn .py, approxfn2 .py, approxfn3 .py, mnist1 .py
???
Wed 2/27Convolutional networks.
Demos: mnist1.py, mnist2.py, mnist3.py
?Read the demo source code.?
Fri 3/1Lab 7: PyTorch and Neural Networks.???
Week 8Mon 3/4Code Lab.?Try out Scratch 3.0.?
Wed 3/6Calypso for Cozmo.?Watch Calypso videos: intro, and keep-away tutorial. Have a look at the Calypso Curriculum. Then read Computational thinking and mental models: from Kodu to Calypso.?
Fri 3/8Mid-semester break. No class/lab.???
Week 9Mon 3/11Spring break: no class.???
Wed 3/13Spring break: no class.???
Fri 3/15Spring break: no class.???
Week 10Mon 3/18Machine learning in Python: scikit-learn.
Demo: emdemo.py
Demo: RGBClusterer.fsm, RGBClusterer.py
???
Wed 3/20Manipulation, with videos.???
Fri 3/22Lab 8: using the GPU with Cozmo.???
Week 11Mon 3/25Lab 9: auto-encoder networks.???
Wed 3/27Lab 10: cube auto-encoder.???
Fri 3/29Continuation of Lab 8.??Lab 8 due.
Week 12Mon 4/1Continuation of labs 8 and 10.?Lab closed from 6pm Mon. until 1pm Wed.?
Wed 4/3Lab???
Fri 4/5Lab 12: Cozmo's Magic Dream House?Finish Lab 10.?
Week 13Mon 4/8Discussion of Final Project Ideas.???
Wed 4/10Work on final projects.???
Fri 4/12No lab: Spring Carnival.???
Week 14Mon 4/15Work on final projects.??Lab 13 due
Wed 4/17Work on final projects.???
Fri 4/19Work on final projects.???
Week 15Mon 4/22Work on final projects.???
Wed 4/24Work on final projects.???
Fri 4/26Work on final projects.???
Week 16Mon 4/29Work on final projects.???
Wed 5/1Work on final projects.???
Fri 5/3Public demo of your projects.??Final project hand-in

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