{"id":1419,"date":"2025-06-29T12:05:55","date_gmt":"2025-06-29T12:05:55","guid":{"rendered":"https:\/\/itxperts.co.in\/blog\/?p=1419"},"modified":"2025-08-02T09:29:09","modified_gmt":"2025-08-02T09:29:09","slug":"cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai","status":"publish","type":"post","link":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/","title":{"rendered":"Advanced Concepts of Modeling in AI"},"content":{"rendered":"\n\n\n\n\n
A. Introduction to AI Models<\/strong><\/h2>\n\n\n\n
In the previous unit, we learned that AI models<\/strong> are created by feeding data into algorithms to help machines learn patterns and make predictions.<\/p>\n\n\n\n
In this unit, we will go deeper into modeling<\/strong>, understand different types of learning, and explore black box<\/strong> vs. transparent AI models<\/strong>.<\/p>\n\n\n\n\n\n\n\n
B. What is a Model?<\/strong><\/h2>\n\n\n\n
A model<\/strong> is the final outcome after training a machine learning algorithm on data. It is used to make predictions or decisions based on new input data.<\/p>\n\n\n\n
Example<\/strong>: A trained AI model can predict whether an email is spam or not.<\/p>\n\n\n\n\n\n\n\n
C. Types of Learning in AI Models<\/strong><\/h2>\n\n\n\n
There are two main types of learning<\/strong> used to build AI models:<\/p>\n\n\n\n
1. Supervised Learning<\/strong><\/h3>\n\n\n\n
\n
The data has both input<\/strong> and output<\/strong>.<\/li>\n\n\n\n
The model is trained with correct answers (labels).<\/li>\n\n\n\n
The model learns to map inputs to correct outputs.<\/li>\n<\/ul>\n\n\n\n
Example<\/strong>: If you have data about hours studied (input) and test scores (output), you can train a model to predict test scores.<\/p>\n\n\n\n
Common Algorithms<\/strong>:<\/p>\n\n\n\n
\n
Linear Regression<\/li>\n\n\n\n
Decision Tree<\/li>\n\n\n\n
Support Vector Machine (SVM)<\/li>\n<\/ul>\n\n\n\n\n\n\n\n
2. Unsupervised Learning<\/strong><\/h3>\n\n\n\n
\n
The data has only inputs<\/strong>, no output labels.<\/li>\n\n\n\n
The model finds hidden patterns or groups in the data.<\/li>\n\n\n\n
Used for clustering<\/strong>, pattern detection<\/strong>, etc.<\/li>\n<\/ul>\n\n\n\n
Example<\/strong>: Grouping customers based on buying habits without knowing their categories.<\/p>\n\n\n\n
D. Black Box vs. Transparent AI Models<\/strong><\/h2>\n\n\n\n
1. Black Box Models<\/strong><\/h3>\n\n\n\n
\n
The internal working of the model is not easily understood<\/strong> by humans.<\/li>\n\n\n\n
Difficult to explain how the model made a decision.<\/li>\n\n\n\n
Often more accurate but less explainable.<\/li>\n<\/ul>\n\n\n\n
Examples<\/strong>: Neural Networks, Deep Learning Models<\/p>\n\n\n\n
Problem<\/strong>: If an AI model rejects a loan application, it should explain why \u2014 but black box models can\u2019t easily do that.<\/p>\n\n\n\n\n\n\n\n
The working of the model is clear and easy to understand<\/strong>.<\/li>\n\n\n\n
Decisions can be explained in simple terms.<\/li>\n\n\n\n
Easier to trust and correct.<\/li>\n<\/ul>\n\n\n\n
Examples<\/strong>: Decision Trees, Linear Regression<\/p>\n\n\n\n
Importance<\/strong>: In school settings or medical fields, it\u2019s better to use transparent models where reasons for decisions must be known.<\/p>\n\n\n\n\n\n\n\n
E. Concept of Bias in AI Models<\/strong><\/h2>\n\n\n\n
AI models learn from data. If the data is biased, the model also becomes biased.<\/p>\n\n\n\n
Types of Bias<\/strong>:<\/h3>\n\n\n\n
\n
Data Bias<\/strong>: Data collected may not represent all types of users.<\/li>\n\n\n\n
Algorithmic Bias<\/strong>: The model may give more importance to certain features unfairly.<\/li>\n\n\n\n
Human Bias<\/strong>: Mistakes made while collecting or labeling data.<\/li>\n<\/ul>\n\n\n\n
Example<\/strong>: A facial recognition system trained mostly on photos of light-skinned people may not work well for dark-skinned individuals.<\/p>\n\n\n\n\n\n\n\n
F. Training, Testing, and Validation<\/strong><\/h2>\n\n\n\n
\n
Training Data<\/strong>: Used to teach the model.<\/li>\n\n\n\n
Testing Data<\/strong>: Used to evaluate the model\u2019s performance.<\/li>\n\n\n\n
Validation Data<\/strong>: Used to fine-tune the model during training (optional).<\/li>\n<\/ul>\n\n\n\n
Why split data?<\/strong><\/h3>\n\n\n\n
To avoid overfitting \u2013 a model that only memorizes the training data and performs poorly on new data.<\/p>\n\n\n\n
\n\n\n\n
G. Overfitting and Underfitting<\/strong><\/h2>\n\n\n\n
Overfitting<\/strong><\/h3>\n\n\n\n
\n
The model works well on training data but poorly on new data.<\/li>\n\n\n\n
It has memorized the data, not learned from it.<\/li>\n<\/ul>\n\n\n\n
Underfitting<\/strong><\/h3>\n\n\n\n
\n
The model is too simple and cannot understand the data.<\/li>\n\n\n\n
Gives poor results even on training data.<\/li>\n<\/ul>\n\n\n\n
Goal<\/strong>: Create a balanced model that performs well on both training and testing data.<\/p>\n\n\n\n\n\n\n\n
H. Real-Life Example: Spam Email Classifier<\/strong><\/h2>\n\n\n\n
Type<\/th>
Description<\/th><\/tr><\/thead>
Input data<\/strong><\/td>
Email content (words, phrases)<\/td><\/tr>
Label (output)<\/strong><\/td>
Spam or Not Spam<\/td><\/tr>
Learning type<\/strong><\/td>
Supervised Learning<\/td><\/tr>
Model type<\/strong><\/td>
Transparent (if using Decision Tree), Black Box (if using Deep Learning)<\/td><\/tr>
Bias to avoid<\/strong><\/td>
Avoid training only on certain types of emails<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n\n\n\n\n
I. Activity Suggestion (for Class)<\/strong><\/h2>\n\n\n\n
Ask students to collect a small dataset:<\/p>\n\n\n\n
\n
Feature: Study time (in hours)<\/li>\n\n\n\n
Label: Marks in test<\/li>\n<\/ul>\n\n\n\n
Using this data, create a simple supervised model and plot a line graph to show how marks increase with study time.<\/p>\n\n\n\n
Then explain:<\/p>\n\n\n\n
\n
What happens if data has errors?<\/li>\n\n\n\n
Can we explain how the model is making predictions?<\/li>\n<\/ul>\n\n\n\n\n\n\n\n
J. Keywords to Remember<\/strong><\/h2>\n\n\n\n
Term<\/th>
Meaning<\/th><\/tr><\/thead>
Supervised Learning<\/td>
Learning from data with input and correct output (label)<\/td><\/tr>
Unsupervised Learning<\/td>
Learning from data with no labels; model finds patterns on its own<\/td><\/tr>
Black Box Model<\/td>
A model whose working is difficult to understand<\/td><\/tr>
Transparent Model<\/td>
A model whose working is easy to understand<\/td><\/tr>
Bias<\/td>
Unfair preference or treatment built into the model<\/td><\/tr>
Overfitting<\/td>
Model performs well on training data but poorly on new data<\/td><\/tr>
Underfitting<\/td>
Model fails to capture patterns even in training data<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n\n\n\n\n
K. Summary of the Unit<\/strong><\/h2>\n\n\n\n
\n
AI models learn from data through supervised<\/strong> or unsupervised<\/strong> learning.<\/li>\n\n\n\n
Transparent models<\/strong> help build trust and are easier to explain.<\/li>\n\n\n\n
Black box models<\/strong> are more complex and harder to interpret.<\/li>\n\n\n\n
Bias in data can lead to unfair AI decisions<\/strong>.<\/li>\n\n\n\n
We must aim to build fair<\/strong>, balanced<\/strong>, and explainable AI systems<\/strong>.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
A. Introduction to AI Models In the previous unit, we learned that AI models are created by feeding data into algorithms to help machines learn patterns and make predictions. In this unit, we will go deeper into modeling, understand different types of learning, and explore black box vs. transparent AI models. B. What is a […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"googlesitekit_rrm_CAow44u0DA:productID":"","footnotes":""},"categories":[212],"tags":[201],"class_list":["post-1419","post","type-post","status-publish","format-standard","hentry","category-subject-specific-skills-class-10th","tag-aiclass-x"],"acf":[],"yoast_head":"\n
Advanced Concepts of Modeling in AI - Itxperts<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advanced Concepts of Modeling in AI - Itxperts\" \/>\n<meta property=\"og:description\" content=\"A. Introduction to AI Models In the previous unit, we learned that AI models are created by feeding data into algorithms to help machines learn patterns and make predictions. In this unit, we will go deeper into modeling, understand different types of learning, and explore black box vs. transparent AI models. B. What is a […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Itxperts\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/itxperts.co.in\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-29T12:05:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-02T09:29:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-cropped-itxperts_logo.png\" \/>\n\t<meta property=\"og:image:width\" content=\"436\" \/>\n\t<meta property=\"og:image:height\" content=\"398\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"@mritxperts\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"@mritxperts\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\"},\"author\":{\"name\":\"@mritxperts\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/#\/schema\/person\/77ad4d47f9f82583ee23e37010a52fc6\"},\"headline\":\"Advanced Concepts of Modeling in AI\",\"datePublished\":\"2025-06-29T12:05:55+00:00\",\"dateModified\":\"2025-08-02T09:29:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\"},\"wordCount\":774,\"publisher\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/#organization\"},\"keywords\":[\"AIClass-X\"],\"articleSection\":[\"Subject Specific Skills\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\",\"url\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\",\"name\":\"Advanced Concepts of Modeling in AI - Itxperts\",\"isPartOf\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/#website\"},\"datePublished\":\"2025-06-29T12:05:55+00:00\",\"dateModified\":\"2025-08-02T09:29:09+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/itxperts.co.in\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Advanced Concepts of Modeling in AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/#website\",\"url\":\"https:\/\/itxperts.co.in\/blog\/\",\"name\":\"Itxperts\",\"description\":\"Leading Website Design Company in Madhya Pradesh\",\"publisher\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/#organization\"},\"alternateName\":\"Itxperts | Website Development in Madhya Pradesh\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/itxperts.co.in\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/#organization\",\"name\":\"Itxperts\",\"alternateName\":\"Leading Website Design Company in Madhya Pradesh \u2013 Itxperts\",\"url\":\"https:\/\/itxperts.co.in\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-itxperts_logo.png\",\"contentUrl\":\"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-itxperts_logo.png\",\"width\":512,\"height\":512,\"caption\":\"Itxperts\"},\"image\":{\"@id\":\"https:\/\/itxperts.co.in\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/itxperts.co.in\",\"https:\/\/www.linkedin.com\/company\/itxpertsshivpuri\/\",\"https:\/\/www.instagram.com\/itxperts.co.in\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/#\/schema\/person\/77ad4d47f9f82583ee23e37010a52fc6\",\"name\":\"@mritxperts\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/itxperts.co.in\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/702cffafd84d85872c0d42d33a9fa39140418d7c60a1311a1f8f55b005d0570b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/702cffafd84d85872c0d42d33a9fa39140418d7c60a1311a1f8f55b005d0570b?s=96&d=mm&r=g\",\"caption\":\"@mritxperts\"},\"description\":\"I am a full-stack web developer from India with over 8 years of experience in building dynamic and responsive web solutions. Specializing in both front-end and back-end development, I have a passion for creating seamless digital experiences. When I'm not coding, I enjoy sharing insights and tutorials on the latest web technologies, helping fellow developers stay ahead in the ever-evolving tech landscape.\",\"sameAs\":[\"https:\/\/itxperts.co.in\/blog\"],\"url\":\"https:\/\/itxperts.co.in\/blog\/author\/mritxpertsgmail-com\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Advanced Concepts of Modeling in AI - Itxperts","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:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/","og_locale":"en_US","og_type":"article","og_title":"Advanced Concepts of Modeling in AI - Itxperts","og_description":"A. Introduction to AI Models In the previous unit, we learned that AI models are created by feeding data into algorithms to help machines learn patterns and make predictions. In this unit, we will go deeper into modeling, understand different types of learning, and explore black box vs. transparent AI models. B. What is a […]","og_url":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/","og_site_name":"Itxperts","article_publisher":"https:\/\/www.facebook.com\/itxperts.co.in","article_published_time":"2025-06-29T12:05:55+00:00","article_modified_time":"2025-08-02T09:29:09+00:00","og_image":[{"width":436,"height":398,"url":"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-cropped-itxperts_logo.png","type":"image\/png"}],"author":"@mritxperts","twitter_card":"summary_large_image","twitter_misc":{"Written by":"@mritxperts","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/#article","isPartOf":{"@id":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/"},"author":{"name":"@mritxperts","@id":"https:\/\/itxperts.co.in\/blog\/#\/schema\/person\/77ad4d47f9f82583ee23e37010a52fc6"},"headline":"Advanced Concepts of Modeling in AI","datePublished":"2025-06-29T12:05:55+00:00","dateModified":"2025-08-02T09:29:09+00:00","mainEntityOfPage":{"@id":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/"},"wordCount":774,"publisher":{"@id":"https:\/\/itxperts.co.in\/blog\/#organization"},"keywords":["AIClass-X"],"articleSection":["Subject Specific Skills"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/","url":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/","name":"Advanced Concepts of Modeling in AI - Itxperts","isPartOf":{"@id":"https:\/\/itxperts.co.in\/blog\/#website"},"datePublished":"2025-06-29T12:05:55+00:00","dateModified":"2025-08-02T09:29:09+00:00","breadcrumb":{"@id":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/itxperts.co.in\/blog\/cbse-class-10-ai-unit-2-advanced-concepts-of-modeling-in-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/itxperts.co.in\/blog\/"},{"@type":"ListItem","position":2,"name":"Advanced Concepts of Modeling in AI"}]},{"@type":"WebSite","@id":"https:\/\/itxperts.co.in\/blog\/#website","url":"https:\/\/itxperts.co.in\/blog\/","name":"Itxperts","description":"Leading Website Design Company in Madhya Pradesh","publisher":{"@id":"https:\/\/itxperts.co.in\/blog\/#organization"},"alternateName":"Itxperts | Website Development in Madhya Pradesh","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/itxperts.co.in\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/itxperts.co.in\/blog\/#organization","name":"Itxperts","alternateName":"Leading Website Design Company in Madhya Pradesh \u2013 Itxperts","url":"https:\/\/itxperts.co.in\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/itxperts.co.in\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-itxperts_logo.png","contentUrl":"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-itxperts_logo.png","width":512,"height":512,"caption":"Itxperts"},"image":{"@id":"https:\/\/itxperts.co.in\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/itxperts.co.in","https:\/\/www.linkedin.com\/company\/itxpertsshivpuri\/","https:\/\/www.instagram.com\/itxperts.co.in\/"]},{"@type":"Person","@id":"https:\/\/itxperts.co.in\/blog\/#\/schema\/person\/77ad4d47f9f82583ee23e37010a52fc6","name":"@mritxperts","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/itxperts.co.in\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/702cffafd84d85872c0d42d33a9fa39140418d7c60a1311a1f8f55b005d0570b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/702cffafd84d85872c0d42d33a9fa39140418d7c60a1311a1f8f55b005d0570b?s=96&d=mm&r=g","caption":"@mritxperts"},"description":"I am a full-stack web developer from India with over 8 years of experience in building dynamic and responsive web solutions. Specializing in both front-end and back-end development, I have a passion for creating seamless digital experiences. When I'm not coding, I enjoy sharing insights and tutorials on the latest web technologies, helping fellow developers stay ahead in the ever-evolving tech landscape.","sameAs":["https:\/\/itxperts.co.in\/blog"],"url":"https:\/\/itxperts.co.in\/blog\/author\/mritxpertsgmail-com\/"}]}},"_links":{"self":[{"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/posts\/1419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/comments?post=1419"}],"version-history":[{"count":2,"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/posts\/1419\/revisions"}],"predecessor-version":[{"id":1828,"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/posts\/1419\/revisions\/1828"}],"wp:attachment":[{"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/media?parent=1419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/categories?post=1419"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itxperts.co.in\/blog\/wp-json\/wp\/v2\/tags?post=1419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}