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Raspberry Pi Pico | End-to-end AI Design Tutorial [Example]
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![Schematic of Raspberry Pi Pico | End-to-end AI Design Tutorial [Example]](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABaAAAANUCAIAAADKER2qAAAAAXNSR0IArs4c6QAAIABJREFUeJzs3el3U1X///+dsUnnlqkFCqKAzEJzVAYHvJxBUQHBiUGbkF5rfb53v79/4fe57n4+v7UaEiYVUMFZQUURLxn1pGW4ABEQpCAtneg8ZPrd2HAMaSlNoQ0neT5uuNJzdk7eKcHFeeW99zbk5uQIAAAAAAAAPTMmugAAAAAAAIDbRcABAAAAAAB0j4ADAAAAAADoHgEHAAAAAADQPQIOAAAAAACgewQcAAAAAABA9wg4AAAAAACA7hFwAAAAAAAA3SPgAAAAAAAAukfAAQAAAAAAdI+AAwAAAAAA6B4BBwAAAAAA0D0CDgAAAAAAoHsEHAAAAAAAQPcIOAAAAAAAgO4RcAAAAAAAAN0j4AAAAAAAALpHwAEAAAAAAHSPgAMAAAAAAOgeAQcAAAAAANA9Ag4AAAAAAKB7BBwAAAAAAED3CDgAAAAAAIDuEXAAAAAAAADdI+AAAAAAAAC6R8ABAAAAAAB0j4ADAAAAAADoHgEHAAAAAADQPQIOAAAAAACgewQcAAAAAABA9wg4AAAAAACA7hFwAAAAAAAA3SPgAAAAAAAAukfAAQAAAAAAdI+AAwAAAAAA6B4BBwAAAAAA0D0CDgAAAAAAoHsEHAAAAAAAQPcIOAAAAAAAgO4RcAAAAAAAAN0j4AAAAAAAALpHwAEAAAAAAHSPgAMAAAAAAOgeAQcAAAAAANA9Ag4AAAAAAKB7BBwAAAAAAED3CDgAAAAAAIDuEXAAAAAAAADdI+AAAAAAAAC6R8ABAAAAAAB0j4ADAAAAAADoHgEHAAAAAADQPQIOAAAAAACgewQcAAAAAABA9wg4AAAAAACA7hFwAAAAAAAA3SPgAAAAAAAAukfAAQAAAAAAdI+AAwAAAAAA6B4BBwAAAAAA0D0CDgAAAAAAoHsEHAAAAAAAQPcIOAAAAAAAgO4RcAAAAAAAAN0j4AAAAAAAALpHwAEAAAAAAHSPgAMAAAAAAOgeAQcAAAAAANA9Ag4AAAAAAKB7BBwAAAAAAED3CDgAAAAAAIDuEXAAAAAAAADdI+AAAAAAAAC6R8ABAAAAAAB0j4ADAAAAAADoHgEHAAAAAADQPQIOAAAAAACgewQcAAAAAABA9wg4AAAAAACA7hFwAAAAAAAA3SPgAAAAAAAAukfAAQAAAAAAdI+AAwAAAAAA6B4BBwAAAAAA0D0CDgAAAAAAoHsEHAAAAAAAQPcIOAAAAAAAgO4RcAAAAAAAAN0j4AAAAAAAALpHwAEAAAAAAHSPgAMAAAAAAOgeAQcAAAAAANA9Ag4AAAAAAKB7BBwAAAAAAED3CDgAAAAAAIDuEXAAAAAAAADdI+AAAAAAAAC6R8ABAAAAAAB0j4ADAAAAAADoHgEHAAAAAADQPQIOAAAAAACgewQcAAAAAABA9wg4AAAAAACA7hFwAAAAAAAA3SPgAAAAAAAAukfAAQAAAAAAdI+AAwAAAAAA6B4BBwAAAAAA0D0CDgAAAAAAoHsEHAAAAAAAQPcIOAAAAAAAgO4RcAAAAAAAAN0zJ7oAAACQVLw+n8PhSHQV0D2/3+9yOhNdBQBATwg4AADAHebxeDxlZYmuAjrmLi1VFCXRVQAAdIYpKgAAAAAAQPcIOAAAAAAAgO4RcAAAAAAAAN0j4AAAAAAAALpHwAEAAAAAAHSPgAMAgFSxctWqhS+8IISw2Wz5+fljx46Vx8ePHx8z0mg0GgyGRNQI3BnaB3jWrFk9DrDb7dE/an8LjEajECIrK2vgawQA3GEEHAAApASny/XB1q0mo1EIMXHixMfnz3/q6afH3Xuv0+W65557nC5X9OBFixYVFxcnrljgdpU4nUKIkpIS+eHXjqfZbK8sXiyEePOtt8aNGzdhwoQFCxfa7fb5TzwhByxbtiw3L8/hcIwcOTJx5QMA+oOAAwCAVNHV1ZWdnZ2RkVFTU/PH2bOhYDASDgshvv/++2AwGD2yra1t6NChiasUuC2rV6/u6uoSQhiMxoqKiubmZu1UZ0fHkCFDLBZLY2PjkKFD58ydazab29vbtQFpNtvVhoam5ub6+voElQ8A6CdzogsAAACDxGKx1NbVhcPhocOG3Td+/HvvvWc2X/uXgMlkih65d+9e7QttQHfMFouIRJ5//nn5Y1paWvTZK9XVK1etWufz5ebmHq6oiEQi2dnZ2tn2tras7Ozampq5c+fu3r170GsHAPQfAQcAACnhcEXFipUrL1y40N7eXlhQ8MnHHwshQqFQR0eH0+Xq7OyMHtzW1nb+3LnEFQvcFp/X+/Ds2WdOnx76xx8x06+EEF988YU8WFRUNGXKFGta2tYtWza//36J02kwGNavWyeEGFlYeOrUKYPBEIlEEvQmAABxM+Tm5CS6BgAAMBiys7ObmpoG+lW8Pp+qqp6ysoF+ISQxd2mpoigupzPRhQAA9IQ1OAAASBWDkG4AAAAkCgEHAPzNZrM999xzc+bMSXQhAAAAAOLDGhwAcI3JZHprxYoPtm6dPn362++8s2H9+kRXBNwt3KWliS4BKcfhcMT1wfOrqqqqA1kRAOBuR8ABANc8/PDDZ8+caWlpOXDgwPgJExJdDnC3UBRFUZS+j3c4HNxn4o6I64MnhOCDBwApjoADAK75448/gsFgdna2xWL5ePv2RJcD3C1UVVXjWevR6/MNZDlIFX6/n0VGAQBxYQ0OALimqqqqpaVl7ty5EydObGtrS3Q5AAAAAOJAwAEA18g1OPbu3SuEePuddxJdDgAAAIA4EHAAwDXRa3AEg8FElwMAAAAgDqzBAQDXsAYHAAAAoF90cADANdXV1U8/80xzc3NdXR1rcAAAAAD6QgcHAFwTiUSOHD68YuXKCxcuXLp48fTp04muCAAAAEBf0cEBAH+z2+0Ws3nMmDGFhYWJrgUAAABAHOjgAIC/zSouPnz4sPrrr4kuBAAAAEB8CDgA4G8+rzfRJQADZebMmYFA4Pjx4zHHDQZDJBKJPjJp8uRgIHDmzJnBLRC480wmU3Z2dmdnJysrAUAqYIoKAADJb9Xq1ZMnT54zd64QYvr06e+UlDhdLkVRhg4dumr1aovFEj34kUcemf/EE4krFrhdr732mtPlEkKEQqH8/Pyurq7uY+Y98ogQ4oUXXnjqqaeEEA/MnCmEmDhxohDiqaeeWrBwYSIKBwDcFgIOAACSn8Vi2bp1a21tbV5+/oULF7Zv27Zr165JkybV1dWZzea8vLzowRvWrxc39nQA+mI0merq6nJycoYOHTp8xIjlr70WfbbE6RRCTJ48WQgRCoe///77KVOmPPjgg7Nnz547b54QYuiwYTu+/vrhhx9O3DsAAPQHAQcAACnBbrebjEZbWlpBQcHiJUtGjRr1/vvvy8kpVqs1emR6eno4HE5cpcDt2rFjx5AhQ/Lz8xsbG+tqa8/eON/KYDBMmTKlvLxcCHGxsvKRRx45efKkz+udOm3axg0bhBAHDx58fP78o0ePJu4dAAD6gzU4AOCaCRMmPPjgg+kZGXLL2HU+X6IrAu6Yq1evLl++/PTp08FgcPz48Zs2btTW3YhEIvX19dGD5z3yyGeffZagSoE74N5x4w4dPDhixIhz586NHTvWaLzhK71ff/ll7rx5Pq83LS2tvaMjEAzOnTdv3969He3tckBmZmblhQuPPvbYd99+m6B3AADoDwIOALjm9OnT995775YtWxJdCHDnbd+2rbCwsLa2NhAIfP3119Gnumd53+zcGXNDCOhLscOhrRs9avToTRs3Rp89cuTI1KlThRCdnZ11tbXt7e2/nTwphKhvaJADKi9cCAQCf/zxR4LKBwD0kyE3JyfRNQAAgLuXoigORYlrvKqqnrKygSwKSc5dWup2uz0eT9+f4ldVVVXjfaH09HSjydTS3Bx90GazWa3WpqameK8GAEgsOjgAAEBvVFV1l5b2fbzD4ejHfSbQnRJPsiY/q/G+RI/bx3Z0dHR0dMR7KQBAwhFwAEBv5HfXfBeNFOdyOvs+2Mv6NbgT/H5/XB88AACYYQsAvXEoSrxfIQIAAAAYfAQcAAAAAABA9wg4AAAAAACA7hFwAAAAAAAA3SPgAAAAAAAAukfAAQAAAAAAdI+AAwAAAAAA6B4BBwAAye/FRYuWLV8uhMjIyIg+PmbMmOnTp8cMzszKmjRp0uAWCAwUm81mNptjDppMJoPBkKCKAAADJfZ/9wAAIMm8/fbbf/zxx1+XLhUUFEyaNOmeceNqa2vTrNZPPvmkqKjo/PnzTqfT5/Np45csXhwIBH777beEVg30n9PlEkL4vF6LxfLWihXt7e2b339fO7v01Vdzc3Orqqq++vJLp8vl83plDlLscEyZMqW1pWXr1q0JLR8A0E90cAAAkORMZvPBgwfHT5iQlZ3d2tZmNpuHDRtmMBojkUh9ff2lS5fEjV9lnz17Nv3GRg9AX1pbW+vr6tLT01esXLlh/Xq73a6dMhqNubm5Pq9X6+BYsmRJWlqa2Wz+z7FjPq/3xIkTc+bOTVztAID+I+AAACD5ZWRkNDY2Wi2W8ePHt7e3N169mpGeLoToMcg4d+7ct99+m5ubm4hKgTtg3969+UOG3DNu3Beff/76G28Eurq0U+np6ZFw+MEHH9RSj5zc3MVLlkQiEfnj0aNH8/PyElQ4AOC2EHAAAJDk3t206aWXXrJaLH/88cdff/3187//vXPnzkAwKIQwm81Ol+unPXuixz+/YMGzzz579erVxJUM3JZp06dXV1eHgsHZs2e//9570ctttLS0GIzG/xw/rn3CN6xfn5GRYTab7XZ7Xl7e6tWr/X5/4moHAPQfa3AAAJDkurq6tmzZ0tnZKYTQsowtmzcLIQ4dPHjo4MGY8XJJAkC/8vLy7Hb7l198cerUqecXLPj444+jz/q83jfefFP+XSgvL49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)