{"id":144225,"date":"2025-02-17T12:21:37","date_gmt":"2025-02-17T06:51:37","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=144225"},"modified":"2025-02-17T12:21:37","modified_gmt":"2025-02-17T06:51:37","slug":"digits-image-classification-using-random-forest-algorithm","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/","title":{"rendered":"ML Project &#8211; Digits Image Classification using Random Forest Algorithm"},"content":{"rendered":"<h3>Program 1<\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">import pandas as pd\r\nfrom sklearn.datasets import load_digits\r\nimport matplotlib.pyplot as plt\r\n\r\ndigits=load_digits()\r\n\r\ndigits\r\n\r\ndir(digits)\r\n\r\ndigits.target\r\n\r\ndigits.data\r\n\r\nplt.gray()\r\nplt.matshow(digits.images[4])\r\nplt.show()\r\n\r\nfor i in range(5):\r\n    plt.matshow(digits.images[i])\r\n    \r\n\r\ndigits.target\r\n\r\ndigits.target[:4]\r\n\r\n# Data Frame \r\ndf=pd.DataFrame(digits.data)\r\n\r\ndf.head()\r\n\r\ndf['target']=digits.target\r\n\r\ndf.head()\r\n\r\n# Depended and Independed variables\r\nx=df.drop('target',axis='columns')\r\n\r\nx\r\n\r\ny=df.target\r\n\r\ny\r\n\r\nlen(x)\r\n\r\nlen(y)\r\n\r\n# Split Data into training and testing\r\nfrom sklearn.model_selection import train_test_split\r\nx_train,x_test,y_train,y_test=train_test_split(digits.data,digits.target,test_size=0.2)\r\n\r\n\r\nlen(x_train)\r\n\r\nlen(y_train)\r\n\r\nlen(x_test)\r\n\r\nlen(y_test)\r\n\r\nfrom sklearn.ensemble import RandomForestClassifier\r\nmodel=RandomForestClassifier(n_estimators=50)\r\nmodel.fit(x_train,y_train)\r\nmodel.score(x_test,y_test)\r\n\r\n\r\ny_pred=model.predict(x_test)\r\n\r\ny_pred\r\n\r\n\r\nfrom sklearn.metrics import confusion_matrix\r\ncm=confusion_matrix(y_test,y_pred)\r\ncm\r\n\r\nimport seaborn as se\r\nplt.figure(figsize=(10,7))\r\nse.heatmap(cm,annot=True)\r\nplt.xlabel('Predication')\r\nplt.ylabel('Truth')\r\n<\/pre>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Program 1 import pandas as pd from sklearn.datasets import load_digits import matplotlib.pyplot as plt digits=load_digits() digits dir(digits) digits.target digits.data plt.gray() plt.matshow(digits.images[4]) plt.show() for i in range(5): plt.matshow(digits.images[i]) digits.target digits.target[:4] # Data Frame df=pd.DataFrame(digits.data) df.head()&#46;&#46;&#46;<\/p>\n","protected":false},"author":581,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36],"tags":[33718,22267,33720,33719,8431,33127,33128,20697],"class_list":["post-144225","post","type-post","status-publish","format-standard","hentry","category-machine-learning","tag-digits-image-classification-using-random-forest-algorithm","tag-image-classification","tag-image-classification-project-using-machine-learning","tag-image-classification-using-random-forest-algorithm","tag-machine-learning","tag-machine-learning-practical","tag-machine-learning-program","tag-machine-learning-project"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - 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Digits Image Classification using Random Forest Algorithm - DataFlair","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/","og_locale":"en_US","og_type":"article","og_title":"ML Project - Digits Image Classification using Random Forest Algorithm - DataFlair","og_description":"Program 1 import pandas as pd from sklearn.datasets import load_digits import matplotlib.pyplot as plt digits=load_digits() digits dir(digits) digits.target digits.data plt.gray() plt.matshow(digits.images[4]) plt.show() for i in range(5): plt.matshow(digits.images[i]) digits.target digits.target[:4] # Data Frame df=pd.DataFrame(digits.data) df.head()&#46;&#46;&#46;","og_url":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/","og_site_name":"DataFlair","article_publisher":"https:\/\/www.facebook.com\/DataFlairWS\/","article_published_time":"2025-02-17T06:51:37+00:00","author":"DataFlair Team","twitter_card":"summary_large_image","twitter_creator":"@DataFlairWS","twitter_site":"@DataFlairWS","twitter_misc":{"Written by":"DataFlair Team","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/#article","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/"},"author":{"name":"DataFlair Team","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/c187795dc82ab948373cca526df7c445"},"headline":"ML Project &#8211; Digits Image Classification using Random Forest Algorithm","datePublished":"2025-02-17T06:51:37+00:00","mainEntityOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/"},"wordCount":12,"commentCount":0,"publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"keywords":["digits image classification using random forest algorithm","image classification","image classification project using machine learning","image classification using random forest algorithm","machine learning","machine learning practical","machine learning program","machine learning project"],"articleSection":["Machine Learning Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/","url":"https:\/\/data-flair.training\/blogs\/digits-image-classification-using-random-forest-algorithm\/","name":"ML Project - 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