Izhar Bar-Gad's Lab at Bar-Ilan Univeristy

IBG Lab 

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    Signal & Data Analysis in Neuroscience (27-505)

     

    Second semester, 2021

     

    Additional links

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    Yarden Nativ - Lesson summaries (2020)

    • 1 - SDA in Neuroscience

    • 2 - Stochastic processes

    • 3 - Poisson processes

    • 4 - Point processes

    • 5 - Encoding, discrimination, decoding

    • 6 - Optimization

    • 7 - Information theory

    • 8 - PCA & ICA

    • 9 - Clustering

    • 10 - The frequency domain

    • 11 - Wavelets

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    Books

    • Numerical recipes

    • Theoretical Neuroscience - Dayan & Abbott (pdf)

    • Signal processing for neuroscientists

    • Practical optimization

    • The Matrix Cookbook (pdf)

    ​

    Programming

    • Introduction to Jupyter Notebooks

    • Introduction to Python, NumPy and mostly SciPy (pdf)

    • Introduction to python from cs231n with code examples on Colab

    • How to upload data into google Colab

    • Python exercises (1)  (2)

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    Lectures

    • Bayesian decisions

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    Test examples

    • 2007 Aleph

    • 2007 Bet

    • 2007 Gimel

    • 2010 Aleph

    • 2010 Bet

    • 2013 Intermediate quiz 1

    • 2013 Intermediate quiz 2

    • 2013 Intermediate quiz 3

    • 2013 Final quiz - Aleph

    • 2013 Final quiz - Bet

    • 2015 Aleph - Written

    • 2015 Aleph - In-computo

    • 2017 Aleph - Written

    • 2017 Aleph - In-computo

    • 2017 Bet - Written

    • 2018 - Written

    • 2018 - In-computo

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    Other resources

    • Kernel PCA lecture

    • Fourier transform (YouTube movie)

    • Fourier series of periodic signals (Applet)

    • Fourier transform of spatial (image) signals

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    © 2016 Izhar Bar-Gad's lab at Bar-Ilan University. Ramat-Gan 52900, Israel  Tel: +972-3-5317141   contact us by Email