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3	3	* ((( ==== **[[Beginner >>||anchor = "HBeginner-1"]]** ==== )))
4	4
5		-* ((( ==== **[[Intermediate >>||anchor = "HIntermediate-1"]]** ==== )))
6		-
7		-* ((( ==== **[[Advanced >>||anchor = "HAdvanced-1"]]** ==== )))
8		-
9	9	=== **Beginner** ===
10	10
11	11	=== [[HBP Focus Area - Neuromorphic computing>>https://www.youtube.com/watch?v=VgMK5WRRTH0||rel=" noopener noreferrer" target="_blank"]] ===
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61	61	**Level**: beginner(%%) **Type**: video tutorial
62	62
63	63	Introduction to the BrainScales Hardware and System and how to execute simple experiments.
64		-=== [[Hands on tutorial BrainScaleS 2 introduction>>https://www.youtube.com/watch?v=UM1mhq1bdY4&list=PLJ506hQ4g3TiJnL5_UFtRgDFcEV9QNdd1&index=28||rel=" noopener noreferrer" target="_blank"]] ===
65	65
66		-**Level**: beginner(%%) **Type**: video tutorial
67		-
68		-After giving a general overview on BrainScaleS-2 and its schematics, we will ttalk about how to handle the topics of time flows, layers, neurons and PyTorch in the system.
69		-{{html}}
70		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/UM1mhq1bdY4&list=PLJ506hQ4g3TiJnL5_UFtRgDFcEV9QNdd1&index=28" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
71		-{{/html}}
72		-=== **Intermediate** ===
73		-
74		-=== [[BrainScaleS via EBRAINS - from point to structured neurons>>https://www.youtube.com/watch?v=rhyHcAIdkz8||rel=" noopener noreferrer" target="_blank"]] ===
75		-
76		-**Level**: intermediate(%%) **Type**: video tutorial
77		-
78		-After a brief introduction we will look into working with single point neurons and after get to structured neurons.
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80		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/rhyHcAIdkz8" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
81		-{{/html}}
82		-=== [[BrainScaleS – Plasticity and structured neurons>>https://flagship.kip.uni-heidelberg.de/jss/HBPm?mI=242&publicVideoID=9248||rel=" noopener noreferrer" target="_blank"]] ===
83		-
84		-**Level**: intermediate(%%) **Type**: video tutorial
85		-
86		-In this tutorial we will look into BrainScaleS-2 embedded general-purpose processors, called PPUs (Plasticity Processing Units). We want to show how the PPUs can be used to rate-code an image in the activity of neurons. Later on, we will define the network topology using the pyNN interface and then define the plasticity rule in C++.
87		-=== [[BrainScaleS: Development Methodologies and Operating System>>https://www.youtube.com/watch?v=MCOF9jPZBps&t=1105s||rel=" noopener noreferrer" target="_blank"]] ===
88		-
89		-**Level**: intermediate(%%) **Type**: video presentation
90		-
91		-We will show you how ti use BrainScaleS for your own experiments and development strategies.
92		-{{html}}
93		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/MCOF9jPZBps&t=1105s" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
94		-{{/html}}
95		-=== [[Closed loop experiments on the BrainScaleS-2 architecture>>https://www.youtube.com/watch?v=9puTeNWJcOY||rel=" noopener noreferrer" target="_blank"]] ===
96		-
97		-**Level**: intermediate(%%) **Type**: video presentation
98		-
99		-We are starting with an introduction to the hybrid BrainScaleS-2 architecture. After that we will look into the topics of the BrainScaleS-2 speed up, Neuromorphic Pong, Navigation in insects, Neural Compass, Neural speed indicators, Neural path integration, Analago-digital neuromorphic insects and PlayPen-2 signal chains.
100		-{{html}}
101		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/9puTeNWJcOY" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
102		-{{/html}}
103		-=== [[Exploring the possibilities of analog neuromorphic computing with BrainScaleS>>https://www.youtube.com/watch?v=iVPB05J39U8&t=1s||rel=" noopener noreferrer" target="_blank"]] ===
104		-
105		-**Level**: intermediate(%%) **Type**: video presentation
106		-
107		-{{html}}
108		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/iVPB05J39U8&t=1s" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
109		-{{/html}}
110		-=== **Advanced** ===
111		-
112		-=== [[BrainScaleS 2 hands on, matrix multiplication II>>https://www.youtube.com/watch?v=yhhINbbtjNA||rel=" noopener noreferrer" target="_blank"]] ===
113		-
114		-**Level**: advanced(%%) **Type**: video tutorial
115		-
116		-In this tutorial we will be looking into the non-spiking mode and the hxtorch-API.
117		-{{html}}
118		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/yhhINbbtjNA" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
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120		-=== [[BrainScaleS 2 hands on I - Spiking mode>>https://www.youtube.com/watch?v=89wXZ2ajGeg||rel=" noopener noreferrer" target="_blank"]] ===
121		-
122		-**Level**: advanced(%%) **Type**: video tutorial
123		-
124		-This tutorial will guide you through your first experiments using the BrainScaleS system.
125		-The first part focusses on Spiking Neural Networks and how single neurons behave while the second half will look into matrix multiplication.
126		-{{html}}
127		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/89wXZ2ajGeg" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
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129		-=== [[BrainScaleS 2 hands on, matrix multiplication I>>https://www.youtube.com/watch?v=5CRc4n3pUx4||rel=" noopener noreferrer" target="_blank"]] ===
130		-
131		-**Level**: advanced(%%) **Type**: video tutorial
132		-
133		-BrainScaleS-2 is capable of performing multiply-accumulate (MAC) operations within the analog network core. In this tutorial we will go over the principles of matrix multiplication and show you a few examples.
134		-{{html}}
135		-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/5CRc4n3pUx4" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
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