text_plain_output_1.png image_output_1.png
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
from deepface import DeepFace
import cv2
from sklearn.cluster import KMeans
from sklearn.preprocessing import MinMaxScaler
from mlxtend.preprocessing import minmax_scaling
from sklearn.model_selection import train_test_split
from lightgbm import LGBMClassifier
from sklearn.metrics.pairwise import cosine_similarity
from scipy.spatial.distance import cosine, euclidean, hamming
from sklearn.feature_extraction.text import CountVectorizer
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import DBSCAN
import lightgbm
import random