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Remove sklearn version check when sklearn is not needed

main
Aurélien Geron 2022-04-17 12:17:13 +12:00
parent ce104660c6
commit 58e5232e29
5 changed files with 624 additions and 733 deletions
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326
11_training_deep_neural_networks.ipynb
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5
14_deep_computer_vision_with_cnns.ipynb
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@ -2220,7 +2220,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.8.12" "version": "3.9.10"
}, },
"nav_menu": {}, "nav_menu": {},
"toc": { "toc": {
@ -2577,8 +2577,7 @@
} }
} }
} }
}, }
"accelerator": "GPU"
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 4 "nbformat_minor": 4

356
15_processing_sequences_using_rnns_and_cnns.ipynb
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390
16_nlp_with_rnns_and_attention.ipynb
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228
18_reinforcement_learning.ipynb
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@ -60,28 +60,6 @@
"assert sys.version_info >= (3, 7)" "assert sys.version_info >= (3, 7)"
] ]
}, },
{
"cell_type": "markdown",
"metadata": {
"id": "TAlKky09pKzv"
},
"source": [
"It also requires Scikit-Learn ≥ 1.0.1:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "YqCwW7cMpKzw"
},
"outputs": [],
"source": [
"import sklearn\n",
"\n",
"assert sklearn.__version__ >= \"1.0.1\""
]
},
{ {
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
@ -93,7 +71,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 3, "execution_count": 2,
"metadata": { "metadata": {
"id": "0Piq5se2pKzx" "id": "0Piq5se2pKzx"
}, },
@ -115,7 +93,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 4, "execution_count": 3,
"metadata": { "metadata": {
"id": "8d4TH3NbpKzx" "id": "8d4TH3NbpKzx"
}, },
@ -143,7 +121,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 5, "execution_count": 4,
"metadata": { "metadata": {
"id": "PQFH5Y9PpKzy" "id": "PQFH5Y9PpKzy"
}, },
@ -172,19 +150,11 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 5,
"metadata": { "metadata": {
"id": "Ekxzo6pOpKzy" "id": "Ekxzo6pOpKzy"
}, },
"outputs": [ "outputs": [],
{
"name": "stdout",
"output_type": "stream",
"text": [
"No GPU was detected. Neural nets can be very slow without a GPU.\n"
]
}
],
"source": [ "source": [
"if not tf.config.list_physical_devices('GPU'):\n", "if not tf.config.list_physical_devices('GPU'):\n",
" print(\"No GPU was detected. Neural nets can be very slow without a GPU.\")\n", " print(\"No GPU was detected. Neural nets can be very slow without a GPU.\")\n",
@ -204,7 +174,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 6,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -230,7 +200,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 8, "execution_count": 7,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -258,7 +228,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 9, "execution_count": 8,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -283,7 +253,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 10, "execution_count": 9,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -297,7 +267,7 @@
" '...']" " '...']"
] ]
}, },
"execution_count": 10, "execution_count": 9,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -317,7 +287,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 11, "execution_count": 10,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -326,7 +296,7 @@
"array([ 0.0273956 , -0.00611216, 0.03585979, 0.0197368 ], dtype=float32)" "array([ 0.0273956 , -0.00611216, 0.03585979, 0.0197368 ], dtype=float32)"
] ]
}, },
"execution_count": 11, "execution_count": 10,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -352,7 +322,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 12, "execution_count": 11,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -361,7 +331,7 @@
"(400, 600, 3)" "(400, 600, 3)"
] ]
}, },
"execution_count": 12, "execution_count": 11,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -373,7 +343,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 13, "execution_count": 12,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -412,7 +382,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 14, "execution_count": 13,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -421,7 +391,7 @@
"Discrete(2)" "Discrete(2)"
] ]
}, },
"execution_count": 14, "execution_count": 13,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -446,7 +416,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 15, "execution_count": 14,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -455,7 +425,7 @@
"array([ 0.02727336, 0.18847767, 0.03625453, -0.26141977], dtype=float32)" "array([ 0.02727336, 0.18847767, 0.03625453, -0.26141977], dtype=float32)"
] ]
}, },
"execution_count": 15, "execution_count": 14,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -475,7 +445,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 16, "execution_count": 15,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -514,7 +484,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 17, "execution_count": 16,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -523,7 +493,7 @@
"1.0" "1.0"
] ]
}, },
"execution_count": 17, "execution_count": 16,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -541,7 +511,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 18, "execution_count": 17,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -550,7 +520,7 @@
"False" "False"
] ]
}, },
"execution_count": 18, "execution_count": 17,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -568,7 +538,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 19, "execution_count": 18,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -577,7 +547,7 @@
"{}" "{}"
] ]
}, },
"execution_count": 19, "execution_count": 18,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -595,7 +565,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 20, "execution_count": 19,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -626,7 +596,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 21, "execution_count": 20,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -650,7 +620,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 22, "execution_count": 21,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -659,7 +629,7 @@
"(41.698, 8.389445512070509, 24.0, 63.0)" "(41.698, 8.389445512070509, 24.0, 63.0)"
] ]
}, },
"execution_count": 22, "execution_count": 21,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -686,7 +656,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 23, "execution_count": 22,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -746,7 +716,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 24, "execution_count": 23,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -783,7 +753,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 25, "execution_count": 24,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -836,7 +806,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 26, "execution_count": 25,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -868,7 +838,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 27, "execution_count": 26,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -901,7 +871,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 28, "execution_count": 27,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -930,7 +900,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 29, "execution_count": 28,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -939,7 +909,7 @@
"array([-22, -40, -50])" "array([-22, -40, -50])"
] ]
}, },
"execution_count": 29, "execution_count": 28,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -957,7 +927,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 30, "execution_count": 29,
"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
@ -969,7 +939,7 @@
" array([1.26665318, 1.0727777 ])]" " array([1.26665318, 1.0727777 ])]"
] ]
}, },
"execution_count": 30, "execution_count": 29,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -981,7 +951,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 31, "execution_count": 30,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -993,7 +963,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 32, "execution_count": 31,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -1012,7 +982,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 33, "execution_count": 32,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -1022,7 +992,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 34, "execution_count": 33,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1058,7 +1028,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 35, "execution_count": 34,
"metadata": {}, "metadata": {},
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"source": [ "source": [
@ -1083,7 +1053,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 36, "execution_count": 35,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1151,7 +1121,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 37, "execution_count": 36,
"metadata": {}, "metadata": {},
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"source": [ "source": [
@ -1177,7 +1147,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 38, "execution_count": 37,
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"source": [ "source": [
@ -1188,7 +1158,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 39, "execution_count": 38,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -1210,7 +1180,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 40, "execution_count": 39,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1221,7 +1191,7 @@
" [ -inf, 50.13365013, -inf]])" " [ -inf, 50.13365013, -inf]])"
] ]
}, },
"execution_count": 40, "execution_count": 39,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -1232,7 +1202,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 41, "execution_count": 40,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1241,7 +1211,7 @@
"array([0, 0, 1])" "array([0, 0, 1])"
] ]
}, },
"execution_count": 41, "execution_count": 40,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -1280,7 +1250,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 42, "execution_count": 41,
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"source": [ "source": [
@ -1300,7 +1270,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 43, "execution_count": 42,
"metadata": {}, "metadata": {},
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"source": [ "source": [
@ -1317,7 +1287,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 44, "execution_count": 43,
"metadata": {}, "metadata": {},
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"source": [ "source": [
@ -1330,7 +1300,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 45, "execution_count": 44,
"metadata": {}, "metadata": {},
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"source": [ "source": [
@ -1355,7 +1325,7 @@
}, },
{ {
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"execution_count": 46, "execution_count": 45,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1407,7 +1377,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
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"metadata": {}, "metadata": {},
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"source": [ "source": [
@ -1432,7 +1402,7 @@
}, },
{ {
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@ -1453,7 +1423,7 @@
}, },
{ {
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@ -1471,7 +1441,7 @@
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{ {
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@ -1503,7 +1473,7 @@
}, },
{ {
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@ -1526,7 +1496,7 @@
}, },
{ {
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@ -1546,7 +1516,7 @@
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{ {
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"source": [ "source": [
@ -1560,7 +1530,7 @@
}, },
{ {
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"source": [ "source": [
@ -1596,7 +1566,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 55, "execution_count": 54,
"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
@ -1635,7 +1605,7 @@
}, },
{ {
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{ {
@ -1664,7 +1634,7 @@
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{ {
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@ -1695,7 +1665,7 @@
}, },
{ {
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@ -1719,7 +1689,7 @@
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{ {
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@ -1736,7 +1706,7 @@
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{ {
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@ -1780,7 +1750,7 @@
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{ {
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{ {
@ -1829,7 +1799,7 @@
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{ {
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{ {
@ -1857,7 +1827,7 @@
}, },
{ {
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"execution_count": 63, "execution_count": 62,
"metadata": { "metadata": {
"scrolled": true, "scrolled": true,
"tags": [] "tags": []
@ -1884,7 +1854,7 @@
}, },
{ {
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{ {
@ -1968,7 +1938,7 @@
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{ {
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{ {
@ -1996,7 +1966,7 @@
}, },
{ {
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"execution_count": 66, "execution_count": 65,
"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
@ -2015,7 +1985,7 @@
}, },
{ {
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@ -2041,7 +2011,7 @@
}, },
{ {
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{ {
@ -2093,7 +2063,7 @@
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{ {
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{ {
@ -2121,7 +2091,7 @@
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{ {
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"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
@ -2140,7 +2110,7 @@
}, },
{ {
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@ -2199,7 +2169,7 @@
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{ {
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@ -2215,7 +2185,7 @@
}, },
{ {
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{ {
@ -2224,7 +2194,7 @@
"Box(-inf, inf, (8,), float32)" "Box(-inf, inf, (8,), float32)"
] ]
}, },
"execution_count": 73, "execution_count": 72,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -2235,7 +2205,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 74, "execution_count": 73,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -2245,7 +2215,7 @@
" -0.05269805, 0. , 0. ], dtype=float32)" " -0.05269805, 0. , 0. ], dtype=float32)"
] ]
}, },
"execution_count": 74, "execution_count": 73,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -2275,7 +2245,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 75, "execution_count": 74,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -2284,7 +2254,7 @@
"Discrete(4)" "Discrete(4)"
] ]
}, },
"execution_count": 75, "execution_count": 74,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@ -2313,7 +2283,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 76, "execution_count": 75,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -2347,7 +2317,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 77, "execution_count": 76,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -2388,7 +2358,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 78, "execution_count": 77,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -2417,7 +2387,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 79, "execution_count": 78,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -2436,7 +2406,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 80, "execution_count": 79,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -2453,7 +2423,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 81, "execution_count": 80,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -2497,7 +2467,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 82, "execution_count": 81,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -2530,7 +2500,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 83, "execution_count": 82,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -2554,7 +2524,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 84, "execution_count": 83,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [