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Fix: resolve turicreate dependency for Windows 10 (Issue #1) #64

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Fix: resolve turicreate dependency for Windows 10 (Issue #1) #64

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149 changes: 109 additions & 40 deletions Chapter_08_Naive_Bayes/Coding_naive_Bayes.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -146,9 +146,78 @@
},
{
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{
"data": {
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"# IMPORTANT: ONLY RUN THIS CELL IF YOU ARE WORKING ON A COLAB \n",
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Expand All @@ -159,7 +228,7 @@
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Expand All @@ -172,7 +241,7 @@
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Expand Down Expand Up @@ -206,61 +275,61 @@
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Expand All @@ -280,19 +349,19 @@
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"4 [., it, cds, ?, to, compatibility, along, ', d... \n",
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"9 [errrectlon, save, to, ?, start, what, man, ca... "
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Expand All @@ -303,7 +372,7 @@
},
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Expand Down Expand Up @@ -340,7 +409,7 @@
},
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Expand All @@ -360,7 +429,7 @@
},
{
"cell_type": "code",
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"execution_count": 8,
"metadata": {},
"outputs": [
{
Expand All @@ -369,7 +438,7 @@
"{'spam': 9, 'ham': 1}"
]
},
"execution_count": 7,
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -380,7 +449,7 @@
},
{
"cell_type": "code",
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"execution_count": 9,
"metadata": {},
"outputs": [
{
Expand All @@ -389,7 +458,7 @@
"{'spam': 39, 'ham': 42}"
]
},
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"metadata": {},
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}
Expand All @@ -407,7 +476,7 @@
},
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Expand All @@ -420,7 +489,7 @@
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{
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"outputs": [
{
Expand All @@ -429,7 +498,7 @@
"0.9"
]
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"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -440,7 +509,7 @@
},
{
"cell_type": "code",
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"execution_count": 12,
"metadata": {},
"outputs": [
{
Expand All @@ -449,7 +518,7 @@
"0.48148148148148145"
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"execution_count": 11,
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
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Expand All @@ -460,7 +529,7 @@
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"execution_count": 13,
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Expand All @@ -476,8 +545,8 @@
" if word in model:\n",
" spams.append(model[word]['spam']/num_spam*total)\n",
" hams.append(model[word]['ham']/num_ham*total)\n",
" prod_spams = np.compat.long(np.prod(spams)*num_spam)\n",
" prod_hams = np.compat.long(np.prod(hams)*num_ham)\n",
" prod_spams = np.prod(spams, dtype=np.float64) * num_spam\n",
" prod_hams = np.prod(hams, dtype=np.float64) * num_ham\n",
" return prod_spams/(prod_spams + prod_hams)"
]
},
Expand Down Expand Up @@ -665,7 +734,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
"version": "3.12.5"
}
},
"nbformat": 4,
Expand Down