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CS 198-96: Introduction to Neurotechnology (Fall 2020)

Welcome to CS 198-96: Intro to Neurotechnology! This course is run by the Education branch of Neurotechnology @ Berkeley.

<!-- ![](neurotech.gif) --> <!-- ### Syllabus [Syllabus](https://docs.google.com/document/d/1kKtiD6YWtURetEiy9AScyJoVWdasE68gR3KoMo3y4c4/edit?usp=sharing) --> <!-- ### Meet the Team - [Deven Navani](https://linkedin.com/in/devennavani), VP of Education - [Amy Wang](https://www.linkedin.com/in/amywang58/), co-head of Education - [Izzy Baldacci](https://www.linkedin.com/in/isabella-baldacci-74694519a/), co-head of Education - [Haya Halabieh](https://www.linkedin.com/in/haya-halabieh-145941187/), content - [Sooyeon Oh](https://www.linkedin.com/in/sooyeonoh/), content - [Julie Nemerson](https://www.linkedin.com/in/julie-nemerson/), content - [Milan Filo](https://www.linkedin.com/in/milan-f-b2a861110/), content - [Abhinav Gundrala](), content - [Czarinah Micah Rodriguez](), content --> <h2>Module 1: The Big Picture</h2> <h3>Section 1: What is neurotechnology?</h3> <ul> <li>Lesson 1: Neuroimaging <a href="https://docs.google.com/presentation/d/1FLcFBmpc2SduGUlvaqIIVNP73g3SqXxtOQfYx4R1_zc/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=9dqbn927S3Q&list=PL1ukmPI3TksPBugenpeLF10jjRXR0upOy&index=1">(video)</a></li> <li>Lesson 2: Neuromodulation/Neurostimulation</li> <li>Lesson 3: Brain-Computer Interfaces</li> </ul> <h3>Section 2: Why neurotechnology?</h3> <ul> <li>Lesson 4: Treat Neurological Disorders <a href="https://docs.google.com/presentation/d/1BfXXm0zDFGwfjLA8FDBKrkVQtKBiui-YOsA0MVTPLUw/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=hbYmDV1qEO8&list=PL1ukmPI3TksPBugenpeLF10jjRXR0upOy&index=2">(video)</a></li> <li>Lesson 5: Understand the Brain <a href="https://docs.google.com/presentation/d/1qwlHM70bX7x82NIF32sRuV5GQbhZ473k9PvD69Mo6xk/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=V9uGlDig3f4&list=PL1ukmPI3TksPBugenpeLF10jjRXR0upOy&index=3">(video)</a></li> <li>Lesson 6: Device Control <a href="https://docs.google.com/presentation/d/1IUP46SJQ0g8ckVMw2GMInaHannvMkQEU2Ny7gA75Cm0/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=Sk5JtpEU67I&list=PL1ukmPI3TksPBugenpeLF10jjRXR0upOy&index=4">(video)</a></li> <li>Lesson 7: Human Augmentation <a href="https://docs.google.com/presentation/d/1CBYZXTknupmbC8VKwkMfRtCNJ7JAw1PdzKNDsTI-O-U/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=UrrycI5DGkw&list=PL1ukmPI3TksPBugenpeLF10jjRXR0upOy&index=5">(video)</a></li> </ul> <h3>Section 3: Technologies and Key Players</h3> <ul> <li>Lesson 8: Electroencephalography (EEG)</li> <li>Lesson 9: Electromyography (EMG)</li> <li>Lesson 10: Magnetic Imaging</li> <li>Lesson 11: Invasive Approaches</li> </ul> <h3>Section 4: Challenges</h3> <ul> <li>Lesson #12: Bandwidth</li> <li>Lesson 13: Implantation</li> <li>Lesson 14: Neuroscience knowledge gaps</li> <li>Lesson 15: Public Skepticism and Ethics</li> </ul> <h2>Module 2: Neuroscience</h2> <h3>Section 1: Neuroscience Systems</h3> <ul> <li>Lesson 1: The Nervous System <a href="https://docs.google.com/presentation/d/1CKzW9Mj-kWbzKJVgzViOwFL_UwfNdXtFZjDgROIE3oo/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=p30UG9Ei2z4&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=1">(video)</a></li> <li>Lesson 2: The brain <a href="https://docs.google.com/presentation/d/1bg83i_cZ5th_ZAH2uA5FEpdIdqMPsxhxOiZYIyFBJko/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=25dpUD-D3W0&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=2">(video)</a></li> <li>Lesson 3: Biological Neural Networks <a href="https://docs.google.com/presentation/d/1gxE1jxJO06sMXNMfd08tDVFOW2-CK7pL1vXYObarA2g/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=rscWT5ALoDU&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=3">(video)</a></li> <li>Lesson 4: Microstructures of the Brain <a href="https://docs.google.com/presentation/d/1SCq0CNX2CIugPBB0KlNmOqnhjZ8DaKq2e1zHx2BQq5w/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=KYcU339pSdI&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=4">(video)</a></li> </ul> <h3>Section 2: The Action Potential</h3> <ul> <li>Lesson 5: An Introduction <a href="https://docs.google.com/presentation/d/1OSk4neLIBU_KIqSaoicQDViWIhvazFbjpsmts1fOIUY/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=C0Kimw7QGqA&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=5">(video)</a></li> <li>Lesson 6: Electricity and the Brain <a href="https://docs.google.com/presentation/d/16WwNiVcuzSc5oTqPHXybShfruTZVz51A8Vq-QD7NXvk/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=ZL-Oh0fJSZs&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=6">(video)</a></li> <li>Lesson 7: Electrochemical Gradients <a href="https://docs.google.com/presentation/d/1Iij4Au4TxOcUjg0vqhNBC63XjKRoCJX2d-f3KlqUBW8/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=5U3-v4oQPL0&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=7">(video)</a></li> <li>Lesson 8: Synaptic Transmission <a href="https://docs.google.com/presentation/d/1ehgiAJMH0-RdZaMCDU-yxjh0sn-sEBgSgLeJkc4TPqo/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=fEmRaCe3PAM&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=8">(video)</a></li> </ul> <h3>Section 3: Sensory Systems</h3> <ul> <li>Lesson 9: The Auditory System <a href="https://docs.google.com/presentation/d/1rN7bj9MHzjfSiA2R5kTF1zH74ezz9RhCN6gTFuZ5XoA/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=6P3oTWAJcpk&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=9">(video)</a></li> <li>Lesson 10: The Visual System <a href="https://docs.google.com/presentation/d/1sRyADjcXivcN6RTCjUv643qIYFwkDDslB8FZKLUc0pQ/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=fJKhxPNicz0&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=10">(video)</a></li> <li>Lesson 11: The Tactile System <a href="https://docs.google.com/presentation/d/12C8leVaD6G99xOEN92nNpjjWclrB39paEhWOP0euddo/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=0j8_oGT4PM0&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=11">(video)</a></li> </ul> <h3>Section 4: Motor Systems</h3> <ul> <li>Lesson 12: Cortical Motor System and Action Planning <a href="https://docs.google.com/presentation/d/16-Ro2h6gk3CpHGjhFtVUHlUQfGrdCehABsO6SCKxxPY/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=Wm1z6951kgk&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=12">(video)</a></li> <li>Lesson 13: Motor Unit Types <a href="https://docs.google.com/presentation/d/19R8Kee-U1ySjmUKnF1FeskkAjfn0mpG_Q9KlraDjRyg/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=ta0O91uYAso&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=13">(video)</a></li> <li>Lesson 14: Motor Unit Properties <a href="https://docs.google.com/presentation/d/1ltadiNnLDY5C74gAUQAFxmxZQqIasB1oT36rbF8HCko/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=4-y0NklOtbo&list=PL1ukmPI3TksMzQzxg4SHfppN00YALaDVk&index=14">(video)</a></li> </ul> <h2>Module 3: Working with fMRI Data</h2> <h3>Section 1: Overview/Biological Basis of fMRI</h3> <ul> <li>Lesson 1: Brain Activity <a href="https://docs.google.com/presentation/d/1-OZ4QzExx3xUoVR6MmxxenqSEJzgoDVzDKryy2WasFM/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=JjVluic-xsg&list=PL1ukmPI3TksOE_hAotuZs_rjQnwFsKVTK&index=1">(video)</a></li> <li>Lesson 2: Visualizing Brain Activity <a href="https://docs.google.com/presentation/d/1tthza5zAGhKMiBn6s0U82VDV27NZK-s5_U6pFGrDPZQ/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=GnZ2K_tkyI0&list=PL1ukmPI3TksOE_hAotuZs_rjQnwFsKVTK&index=2">(video)</a></li> <li>Lesson 3: Interpreting fMRI <a href="https://docs.google.com/presentation/d/1Gj7YF-f_V7ndLYQUsJLVgwO7c56sZsSmkz2AuknijOQ/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=YZXB5EdMh3I&list=PL1ukmPI3TksOE_hAotuZs_rjQnwFsKVTK&index=3">(video)</a></li> <li>Lesson 4: Applications <a href="https://docs.google.com/presentation/d/17IpWVwQww8hF5yCsPg3nu-H65ktNipr3bJMEWTsjpBA/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=yShZTUeUYf4&list=PL1ukmPI3TksOE_hAotuZs_rjQnwFsKVTK&index=4">(video)</a></li> </ul> <h3>Section 2: Intro to fMRI Data</h3> <ul> <li>Lesson 5: What is fMRI Data? <a href="https://docs.google.com/presentation/d/11PA44_Sr6MPpW6MCvqyladqttZkEU3ar_lpqsIJUxIM/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=4SEybkSY21U&list=PL1ukmPI3TksOE_hAotuZs_rjQnwFsKVTK&index=5">(video)</a> <ul> <li>Lesson 5 Notebook: <a href="https://colab.research.google.com/drive/1CsEhFTNMTvhTL0x-2CUqFLFgxE6e0XXJ#forceEdit=true&sandboxMode=true"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></li> </ul></li> <li>Lessons 6: fMRI Dataset Pre-processing and Visualization <a href="https://docs.google.com/presentation/d/1nec5qOeJ_maIO4CA98AgHZ0Dg2xfm6rOpo38v8kiqI8/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=YajaZ3R81GY&list=PL1ukmPI3TksOE_hAotuZs_rjQnwFsKVTK&index=6">(video)</a> <ul> <li>Lesson 6.1 Notebook: <a href="https://colab.research.google.com/drive/1kGmTcau7nZEWP6bEU39DE_tpzDdxs4pT#forceEdit=true&sandboxMode=true"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></li> <li>Lesson 6.2 Notebook: <a href="https://colab.research.google.com/drive/1SIOQ6rHAOS4UQes-GWViy0GoM1_rETLH#forceEdit=true&sandboxMode=true"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></li> </ul></li> </ul> <h3>Section 3: Analyzing fMRI Data</h3> <ul> <li>Lesson 9: Signals Primer <ul> <li>Lesson 9 Notebook: <a href="https://colab.research.google.com/drive/1YtLArXzBTHqZb5hsXnoyLJ7WCd8r72go#forceEdit=true&sandboxMode=true"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></li> </ul></li> <li>Lesson 10: Single Voxel Modeling <ul> <li>Lesson 10 Notebook: <a href="https://colab.research.google.com/drive/1Fn1KTIlcVG_BwlYojnvg0gbx_DekiRuU#forceEdit=true&sandboxMode=true"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></li> </ul></li> </ul> <h2>Module 4: Working with EEG Data</h2> <h3>Section 1: What is EEG?</h3> <ul> <li>Lesson 1: EEG Introduction <a href="https://docs.google.com/presentation/d/126x2u3lR0dD9emaBR3q6ARCg0u_PvjRvZFbtRgttHlE/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=JYpoyuGwoo8&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=2">(video)</a></li> <li>Lesson 2: Brain Waves <a href="https://docs.google.com/presentation/d/126x2u3lR0dD9emaBR3q6ARCg0u_PvjRvZFbtRgttHlE/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=FNBscvYnVxc&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=3">(video)</a></li> <li>Lesson 3: EEG Terminologies <a href="https://docs.google.com/presentation/d/126x2u3lR0dD9emaBR3q6ARCg0u_PvjRvZFbtRgttHlE/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=E0j4qKWhNik&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=4">(video)</a></li> <li>Lesson 4: Types of EEG Data Analysis <a href="https://docs.google.com/presentation/d/126x2u3lR0dD9emaBR3q6ARCg0u_PvjRvZFbtRgttHlE/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=56VdNTRPSXc&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=5">(video)</a></li> </ul> <h3>Section 2: EEG Signal Processing</h3> <ul> <li>Lesson 5: EEG Pre-processing Part 1 <a href="https://docs.google.com/presentation/d/1DpxxfgoNkLl5DT9ocDEdmOUultxEsmf3qUyFiJr_DUw/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=ggk6jRV_U40&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=6">(video)</a></li> <li>Lessons 6: EEG Pre-processing Part 2 <a href="https://docs.google.com/presentation/d/1DpxxfgoNkLl5DT9ocDEdmOUultxEsmf3qUyFiJr_DUw/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=NNTrRwBcTI8&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=7">(video)</a></li> <li>Lessons 7: Fourier Transform <a href="https://docs.google.com/presentation/d/1DpxxfgoNkLl5DT9ocDEdmOUultxEsmf3qUyFiJr_DUw/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=i5gnmaQM8DA&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=8">(video)</a></li> <li>Lessons 8: Motor Imagery and PSD <a href="https://docs.google.com/presentation/d/1DpxxfgoNkLl5DT9ocDEdmOUultxEsmf3qUyFiJr_DUw/edit?usp=sharing">(slides)</a> <a href="https://www.youtube.com/watch?v=seIJdCa3k-Y&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=9">(video)</a></li> </ul> <h3>Section 3: Data Analysis in Python</h3> <ul> <li>Lesson 9: EEG Tools and Datasets <a href="https://www.youtube.com/watch?v=Ivq7-fZ62vQ&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=10">(video)</a></li> <li>Lesson 10: ERP Experiments <a href="https://www.youtube.com/watch?v=ANnxqmFBmls&list=PL1ukmPI3TksNK8S_CtURjdNevOTahQUZy&index=11">(video)</a> <ul> <li>Lesson 9 & 10 Notebook: <a href="https://colab.research.google.com/drive/1CGDhmgra7D_q0oNL417H2HMXRpt1Bv5N?usp=sharing"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></li> </ul></li> </ul>

Spring 2020 Lectures

<!-- ### Labs - [Lab 1: Getting started with EEG](http://docs.openbci.com/Tutorials/02-Ganglion_Getting%20Started_Guide) - Lab 2: Sensory extension - [Lab 3: Detecting event-related potentials](lab3) - [Lab 4: Neurofeedback](lab4) - [Lab 5: Steady-state visually evoked potentials](lab5) - [Lab 6: Detecting stress using biosignals](lab6) - [Lab 7: Measuring attention using cross-brain correlations](lab7) - [Lab 8: Detecting and controlling muscle movements](lab8) - [Lab 9: Characterizing EEG responses to smell](lab9) -->