Academic Note

Note on Forms of Memory

Based on Goldstein Book Chapter and lecture from Jeff Beck Note on Forms of Memory Definition pin down can be very tricky! Definition Retaining, retrieving, using information after the original information (stimuli) does not present. (Inner view) Any process that some past experience has an effect on the way the subject think and behave in the future. (Outer View) Thus can generalize into even non-animated things! Memory of magnet Use of Memory Longterm Memory Human: Remember things relevant for life. (name, pw, birthday, info about others, address, knowledge) Ecological: cache for food, foraging location. Shorterm Memory Continuity of awareness Different forms Memory has many forms.

Oct 1, 2019

Note on Fragment Based Object Recognition

Informative Fragment Approach to Object Recognition It’s intuitive that some basic features in the image of objects are informative to the category of the object. Thus, even for occluded images, the revealed fragments can also provide such information, so that we could recognize the object from few patches.

Sep 25, 2019

Note on Feature Visualization (Updating)

Note on Feature Visualization Motivation We want to understand what the hidden units “represent” What are they tuned to? What’s the favorite stimuli? Why should we find the most excitable stimuli? Resources DeepDream.ipynb Tensorflow

Sep 17, 2019

Note on Deep Unsupervised Learning

Deep Unsupervised Learning Lecture notes from Berkeley-cs294 https://sites.google.com/view/berkeley-cs294-158-sp19/home Lec 1 Category Generative Model Non-generative representation learning Motivation for Unsupervised Learning Application Generate/predict fancy samples Detect Anomaly / deviation from distribution Which human can do quite well without training Data Compression (because of predictability) Use the inner representation to do other tasks! Pre-training Type of Question Core Question: Modeling a Distribution

Sep 13, 2019

Note on Animal Perception

Note on Animal Perception From lecture of Science of Behavior What does it feel to be a bat!? Umwelt: the sensory world of an animal, can be very different from ours. Different precision, range … Use same modality in different ways: Sound Imaging Electro-/Magneto-reception “More extreme your claim, stronger your evidence!”

Sep 12, 2019

Note on Computer Vision

Note on Computer Vision Lecture Notes from CS559. TOC {:toc} Lec01: Image Formation In principle, digital images are formed by measuring energy (counting photons) over an array. But several pre-processing steps makes it interesting and relevant to processing.

Sep 10, 2019

Note on Behavioral Study

Note on Behavioral Study History of Behavioral Science Two historical trends of study combines into modern comparative cognition / behavioral science study. Comparative Psychology More in context of psychology: Athropocentric

Aug 28, 2019

Note on Network Commnunication

Note on Network Commnunication TOC {:toc} General Introduction Network connects devices to transfer data / information. LAN and WAN LAN: Localized network, connected machines in the same area. WAN: Wide area, Internet is the largest WAN! The 2 types are less distinct now, they are blurred because of cellular tech and wireless network.

Jul 30, 2019

Note on Selective Attention

Note on Selective Attention From Christofer Koch 2013 Lecture Visual Attention and Consciousness Goldstein, Chapter Attention In nature language Attention refers to a family of abilities Vigilance / overall attention Selective attention: processing sth in the cost of others Distributed attention Automaticity (action / perception task that does not take capacity) Selective attention is different from general attention —- arousal.

Jun 24, 2019

Note on Computation by Synaptic Plasticity

Note on Computation by Biological Plausible Learning from lecture of Cengiz Penleven 2019 Philosophy Neural dynamics can be a substrate of computation. The neural dynamics and plasticity dynamics can both do optimization, and the biological constraint form a source of constraint on variables.

Jun 24, 2019