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openai-cookbook/examples/Classification_using_embedd...

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{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Classification using embeddings\n",
"\n",
"There are many ways to classify text. This notebook shares an example of text classification using embeddings. For many text classification tasks, we've seen fine-tuned models do better than embeddings. See an example of fine-tuned models for classification in [Fine-tuned_classification.ipynb](Fine-tuned_classification.ipynb). We also recommend having more examples than embedding dimensions, which we don't quite achieve here.\n",
"\n",
"In this text classification task, we predict the score of a food review (1 to 5) based on the embedding of the review's text. We split the dataset into a training and a testing set for all the following tasks, so we can realistically evaluate performance on unseen data. The dataset is created in the [Get_embeddings_from_dataset Notebook](Get_embeddings_from_dataset.ipynb).\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 1 0.89 0.40 0.55 20\n",
" 2 1.00 0.38 0.55 8\n",
" 3 1.00 0.18 0.31 11\n",
" 4 1.00 0.26 0.41 27\n",
" 5 0.75 1.00 0.86 134\n",
"\n",
" accuracy 0.77 200\n",
" macro avg 0.93 0.44 0.53 200\n",
"weighted avg 0.82 0.77 0.72 200\n",
"\n"
]
}
],
"source": [
"# imports\n",
"import pandas as pd\n",
"import numpy as np\n",
"from ast import literal_eval\n",
"\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import classification_report, accuracy_score\n",
"\n",
"# load data\n",
"datafile_path = \"data/fine_food_reviews_with_embeddings_1k.csv\"\n",
"\n",
"df = pd.read_csv(datafile_path)\n",
"df[\"embedding\"] = df.embedding.apply(literal_eval).apply(np.array) # convert string to array\n",
"\n",
"# split data into train and test\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" list(df.embedding.values), df.Score, test_size=0.2, random_state=42\n",
")\n",
"\n",
"# train random forest classifier\n",
"clf = RandomForestClassifier(n_estimators=100)\n",
"clf.fit(X_train, y_train)\n",
"preds = clf.predict(X_test)\n",
"probas = clf.predict_proba(X_test)\n",
"\n",
"report = classification_report(y_test, preds)\n",
"print(report)\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that the model has learnt to distinguish between the categories decently. 5-star reviews show the best performance overall, and this is not too surprising, since they are the most common in the dataset."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RandomForestClassifier() - Average precision score over all classes: 0.87\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 900x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils.embeddings_utils import plot_multiclass_precision_recall\n",
"\n",
"plot_multiclass_precision_recall(probas, y_test, [1, 2, 3, 4, 5], clf)\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Unsurprisingly 5-star and 1-star reviews seem to be easier to predict. Perhaps with more data, the nuances between 2-4 stars could be better predicted, but there's also probably more subjectivity in how people use the inbetween scores."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "openai",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
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