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Article URL: https://cacm.acm.org/blogcacm/21st-century-c/
![Andrej Karpathy: Deep Dive into LLMs Like ChatGPT [video]](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAYAAABccqhmAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAWcElEQVR4nO3dfXBU1RkG8Gc3XwuERAIIBCR1igIKiP1QKiIapJhqDE3QzijF0kFaWhAKdQamkEoKCiIEmsEqyLQdAiHfCZHIhwVpNBKbIiUOCfLVAIkJkgUkELLJ7u0faRxAhCTnbHbvfZ/fnwz73gOT++Tuuee8x+Z0Og0QkUh2Xw+AiHyHAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFggb4egJk0NjaitrYWHo9HqU5gYCAiIyNht/t//tbU1ODKlStKNSIjIxEcHKxpRB1jGAZqa2uV/y03EhgYiH79+iEgIEB7bW9jALRDYWEhfvWrX6G5uVmpTkREBAoKCjB06FBNI/OeqVOnoqSkRKnG3r17MXz4cE0j6ph9+/Zh+vTpqKqq0lrXbrfj+eefx2uvvYauXbtqrd0Z/P9XkJ/weDzIyMhQvvkB4Ny5cygoKNAwKmqLQ4cOYcaMGdpvfgCIj4/H8uXLTXnzAwyANisrK8O///1vLbUMw0BaWppXHkfpWsePH8fkyZNx8uRJrXVtNhtiY2Px5ptvwuFwaK3dmRgAbbR9+3bU1dVpq1ddXY1du3Zpq0ffVF1djcmTJ+O///2v1rp2ux1PPfUU3nzzTQQGmvtbNAOgDerr65Gfnw/DMLTVbGpqwubNm7XVo2vV1NTgxRdfREVFhda6drsdTzzxBJKTk9GtWzettX2BAdAGRUVFqKys1F53z549OHXqlPa60p05cwZz587Fxx9/rLWuzWbD+PHjsXLlSkRERGit7SsMgDbIyspCQ0OD9roulwvp6elanyykczqdSExMxI4dO7TWtdlsiI6OxooVK9CnTx+ttX2JAXALVVVV+OCDD7xWPzs7G/X19V6rL8nFixexZMkSZGVlaQ/Vhx9+GCtXrsSAAQO01vU1BsAtbN26FRcuXPBa/cOHD2Pfvn1eqy9FY2MjXn/9daSmpiov1LreD3/4Q6SkpGDgwIFa6/oDBsAtpKWlaf+But6WLVvgcrm8eg0rMwwDq1atwrp167Ss07jaPffcgw0bNljy5gcYADdVWlqKzz77zOvXef/997W/p5Zk9erVWLNmDZqamrTWveuuu5CVlWW5x/6rMQC+hdvtRlpaWqdc6+LFi8jNze2Ua1nNhg0bsGLFCu1PUEOGDMHmzZvRt29frXX9DQPgW5w7dw7btm3rtOtt27YNX375Zaddz+w8Hg/y8vKQmJiofUXlkCFDsG7dOnz3u9/VWtcfMQC+xc6dO3HmzJlOu96hQ4dQWlraadczM4/Hg3/84x+YN2+e9tezgwcPRkpKCoYNG6a1rr9iANzA5cuXO/2RvLm5GZmZmdq/x1qNYRgoLi7GnDlzcO7cOa21Bw0ahOTkZHz/+9/XWtefMQBu4NixYyguLu7063788cf4/PPPO/26ZmEYBvbv34/Zs2fjiy++0Fp74MCBSE5OxqhRo7TW9XcMgOsYhoHc3FyvrPy7ldraWu0r2KykoqICs2bNwokTJ7TW7du3L1JSUjB69Gitdc2AAXCdM2fO+PQmzMvL8+rCI7M6deoUZsyYoX1zT1hYGN5++22MGTNGa12zYABcp6SkRPsPWXscOXIERUVFPru+P6qpqcHUqVNx8OBBrXVDQ0OxefNmsTc/wAC4RlNTEzIyMpTWkUdERMBms3X4842NjdwgdBWn04np06fj008/1Vr3tttuw/r16/HQQw9prWs2DICrHD58GP/61786/PmAgADMmDED3/nOd5TGUVJSgsOHDyvVsIL6+nrMnDkTH330kdZA7NGjB1auXIkf//jH2mqaFQPgKtu3b8fZs2c7/PmoqCjEx8fj0UcfVRqH0+nEu+++q1TD7Orr6zF//nzs2LFD+82/dOlSxMXFKT2pWQUD4P8uXLiAd999V+mHbfTo0V+HgEqrKI/Hg8zMTLE9Ay9duoRly5Zhy5YtWm/+8PBw/PGPf8QzzzxjipbsnYH/C/9XUlKCI0eOdPjzQUFBmDhxIux2O+69917lNtiVlZVe7UPgr65cuYKUlBSsW7dO6y7Mbt26YdGiRXjuuedM2b/fWxgAaHn3n5OTo/Tuf+jQoV/f9OHh4YiJiVEak8vlwpYtW5RqmE1zczPeeecdrFmzRuu23pCQECxatAhTpkwxfRNP3RgAaHnHrPrb9vHHH0evXr0AtLSPSkhIQFBQkFLN9957r1P3I/jaxo0b8dprr6GxsVFbTZvNhsTERPzyl7/kzX8DDAC0nPijMvnncDgQHx9/zZ/1798fjz32mNK4mpqakJqaKuKV4ObNm5GYmKh9BWZSUhKmT5/Om/9biA8At9uN9PR0pe+bDz74IKKioq75s+Dg4G+EQkdkZWXh8uXLynX8WUFBARYuXIhLly5pqxkYGIj58+fj17/+Nb/z34T4APjkk0+U37nHxsbesEf8T37yE4SHhyvVPnz4sPb21v5k7969mDdvHs6fP6+tZnBwMGbOnIk5c+bw5r8F8QGQnZ2t9J0zLCzsWyf8QkND8dRTT3W4NtAyQZmenm65noGGYeDAgQOYMWOG0tev6wUHB2PatGl4+eWXfX4isRmIDoD6+nrk5uYqfcceN27c15N/N5KQkICQkJAO1weA3bt34/Tp00o1/IlhGCgvL8eLL76ImpoabXWDgoLwwgsvYMGCBejSpYu2ulYmOgAKCwuVm0rEx8ffdLb/Rz/6kXJH2dbThK0yGXj8+HH85je/wbFjx7TVDAwMxHPPPYeFCxda4siuziI2AFwuFzIyMpRq9OzZE+PGjbvp3wkJCUF8fLzystOCggLtHXB8oaqqCrNmzdK+s2/EiBFYtGgRunfvrrWu1YkNgMrKSuVtt3FxcW06GjomJkZ5MvDgwYM4cOCAUg1fq6urw0svveSVg1AqKipM///jCyIDwDAMpKWlKfXfczgcSEhIaNPfHT58OO67774OXwtoWSW3adMmuN1upTq+cv78ecycORN79uzxSv3Lly8jKSlJ1MIpHUQGgNPpRGFhoVKNO++8Ew888ECb/q7NZsOkSZOUF6MUFxebsmdgfX09fv/732PXrl1evU5ZWRnWrl3r9ZOcrERkAOzbtw9Hjx7t8Oftdjt++tOftusd8yOPPILIyMgOXxNoaVe2fft2pRq+sHTpUmzdutXrN6ZhGNi0aRM+/PBDr17HSsQFQGNjI7Kzs5V+GMPDw/HEE0+06zMDBgxQbj1lGIbXDyv1huLiYu1n9n0bp9OJZcuWme7/yFfEBcCJEyeUf0OMGDECQ4cObddnbDYbJk6c2KZJw5v5/PPPLb0yUIfS0lKsX7/e18MwBXEBsGPHDqWVZwEBAe1+/G81cuRIDBkypMPXBoCGhgZkZWVZZk2ANzQ3N+Ott95CWVmZr4fi90QFwPnz55VbbUVGRnb4Ub5nz55a+tAVFRXh+PHjynWszOl0YuHChaZ9a9JZRAXAp59+qnzc9wMPPIA777yzw59/8sknlRer1NXVKb/FkKCoqEjMduqOEhUA6enpSht/goKCMGnSJKUxDBo0SPn4KY/Hg9TUVJ4j2AZ/+tOftJ8kZCViAkDHeX933303vve97ynV6NKlC+Li4pRqAHJ7BraX0+lEUlKST456MwMxAbB7925UV1cr1YiOjr7pzr+2Gjt2rPKaAJfLhbS0NOWx+Kvbb79d26aewsJC5OXl8avADYgIAJfLhaysLKV3/127dkVsbKyWXvK33347oqOjlevs2LEDtbW1ynX8TVRUFN5++2288MILWuo1NzcjOTlZ6+5DqxARAKWlpcrn/d1///24++67tYwnKCgICQkJymFixVeCUVFRSE5OxtixYzFnzhz07dtXS92jR4/iz3/+s9aGo1YgIgDy8/Nx8eJFpRoxMTEICwvTNCLgBz/4Ae666y7lOpmZmZbpGThgwAC88cYbX5+s1KtXL8ydO1dbQ8/c3FxTLqX2JssHwIULF1BQUKBUoyNLf2+la9euWiYDy8rKtB+c6Qt9+/bF6tWrv9FfYfLkyRgxYoSWa1y6dAkrVqxQnguyEssHgOrKPwB4+OGH0b9/f00jamGz2fDss88q19GxtdnXevTogbVr195wXsThcGDBggXaJgTLy8uxevVqLbWswPLN0lNTU5U3orjdbrz11luaRnStnj17oq6uTqnG9u3bUV1d/Y3W5GZw22234W9/+9tNV1eOGzcOsbGxWk5Kag3M8ePHY/z48cr1zM7mdDqtM4N0nWPHjmHUqFEiloMuXrwYs2bN0l43JiYGJSUl2usCLR2V//73v+ORRx655YRoRUUFnnnmGVRVVWm59j333INt27Ypd2oyO8t+BfB4PEhPTxdx8wPm6xkYERGBv/zlLxg7dmyb3oYMHjwYU6dO1Xaqb0VFBZKTk7XUMjPLBkBry28pDh48aJrJwF69euGNN95o18SqzWbD888/j5EjR2oZg8fjwfr167F//34t9czKsgGwb98+UTvmWhc7+fsTT69evbB06VLExcW1ex1Enz59MHPmTOVzFlo1NDQgMTERX331lZZ6ZmTJAGhsbERmZqalFsi0RVFRkV+vdouIiEBSUpLSIqjx48dr2VLdqri4GBs3bvT74PQWSwZAdXU1du/e7ethdLrq6mq8//77vh7GDYWFhWHJkiV49tlnlb7Hd+vWDXPnztW6KGvNmjUoLy/XVs9MLBkA27ZtM9WEmC6GYSA7O1vrKbs6OBwOLFu2TPnmbzVs2DBMmTJFw8hanD17Fq+++irq6+u11TQLywXAuXPnkJ+f7+th+ExFRYXytmfdli9fru3mB1rass2ePVv5yLWr7dy5U8s6A7OxXACUlZWJ7gXX0NCAzMxMXw/jGiNHjtR287eKiIjA/PnztdXzeDxISUnBoUOHtNU0A0sFgNvtRmZmpuWO0m4vCT0DbTYbEhIS8OCDD2qreerUKaxYsUJU8xBLBcDJkyeVz/uzgrNnz4roGRgUFIQ//OEPWk8D3rlzp6j1I5YKgA8++ACnT5/29TB8zu12IyMjQ8ST0EMPPYSnn35aS6MWoOUr1KpVq1BZWamlnr+zTABcuXIFOTk5PBfu/44cOeJ3k4HeYLfb8bvf/Q79+vXTVvPEiRN4/fXXRawNsMxuwAMHDii3/Lbb7QgNDdU+YdVebrdbuYFJY2Mj0tPTv26uYWWDBg3CtGnTsHTpUi03rWEYyMnJQWxsrPY+EP7GMgFQUFCgfB7c4MGDkZOTgz59+mgaVcccPXoU0dHRyu+lt27dildffRU9evTQNDL/NWXKFOTn5+M///mPlnqNjY1YsGABxowZo3WOwd9Y4itAXV2d8ok/QEvXX1/f/ABwxx13aGka2tDQgC1btohYEh0REYGXX34ZXbp00VazsrISS5YssfRXAUsEwK5du1BTU6NUw+FwIDY2VtOI1ISEhCAhIUFLrYyMDFy5ckVLLX8XHR2t/ZH9r3/9q6XnUkwfAIZhICMjQ7kl1n333YfBgwdrGpW6MWPG4I477lCuU1ZWJmbLq8PhwEsvvYTevXtrq+lyuZCUlKTcVs5fmT4AKioqUFpaqlxnwoQJftUdJiwsTMsTSWtjFDP3DGyPYcOGaTtPoNX+/fvxzjvvKLeW80emD4Dc3FzlzS+hoaGIiYnRNCI97Ha7tvXzu3btwhdffKFhVP4vICAAv/jFL7Q+zRmGgQ0bNmj5ReNvTB0Azc3NyMjIUJ7kGjVqlJbHbd2GDx+upSV2bW2tqH74/fr1w+zZs7W+zq2rq8Py5cstt8vU1AHwz3/+EydPnlSu8+STT6Jr164aRqSXzWbDz372My0/yHl5ecqvSc3CZrNh4sSJGD16tNa6H374ITZt2mSptyqmDYDm5mYt2ze7d+/ud4//V3v66afRvXt35Tr79+8XtUvS4XDglVde0foU4Ha7sXbtWkvtGDRtANTW1uK9995TrjNhwgRERERoGJF39OvXT0v/+tbThCUtlb7//vsxZcoUbfsEgJafu8TERMucMWjaAMjLy9PS+SY+Pl7b2XPeEh8fD4fDoVxHwjbh682bN0/74q6PPvoIGzdu1FrTV0wZAF999RW2bt2qXKd379547LHHNIzIu0aPHq3l1J+qqiq/7RnoLf3798dvf/tbBAUFaavpcrmwatUqS4SpKQPgs88+w4EDB5TrxMbGamsx7U3du3dHbGys8qOsYRjIzc0V1/tO5wGjrWpra/HKK6+Yfpmw6QLA7XYjKytLeWFLSEiIltN5O0tMTIyWuYry8nJ88sknGkZkHuHh4ZgzZw5CQ0O11TQMA4WFhSgoKDD1WwHTBcDp06exZ88e5TpRUVFa20l527Bhw7T8Fquvr0dOTo6pf2g74vHHH9d6ngDQsspy8eLFpl5kZboAKCoqUu7WYrPZEBcXh+DgYE2j8r6goCBMmjRJy2ut3bt3i+ucFBISglmzZmmfEKysrMTKlStN233JVAHQ0NCA7Oxs5TphYWGYMGGChhF1Ll2TgV9++aWWV6hmM2LECPz85z/XXnfTpk3Yu3ev9rqdwVQBoGtn29ChQ7UdMtmZBg4cqKXDj9vtRmpqquknsNrLZrNh2rRpuPfee7XWdblcWLx4sfKWdF8wVQDk5+crt8qy2+2Ij4/3eduvjkpISNDy5kJKz8Dr9e7dG3PnzkVAQIDWuuXl5UhJSTHdjkGb0+k0zWzQmTNncPnyZaUaNpsNvXv39su1/23R1NSEmpoa5d/eNpsNPXv2vOXMeE1NjXJDkcjISL+ab2lqakJ1dbX2iVCHw4E+ffpoXXnobaYKACLSy5zPwUSkBQOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwRgARIIxAIgEYwAQCcYAIBKMAUAkGAOASDAGAJFgDAAiwf4Hs8OtAOMu2kQAAAAASUVORK5CYII= "Andrej Karpathy: Deep Dive into LLMs Like ChatGPT [video]")
