{"id":533508,"date":"2026-03-31T14:31:21","date_gmt":"2026-03-31T14:31:21","guid":{"rendered":"https:\/\/webkul.com\/blog\/?p=533508"},"modified":"2026-03-31T14:31:46","modified_gmt":"2026-03-31T14:31:46","slug":"voxtral-tts-new-lightweight-audio-llm","status":"publish","type":"post","link":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/","title":{"rendered":"Voxtral TTS \u2013 New Lightweight Audio LLM"},"content":{"rendered":"\n<p>Mistral AI has launched <strong>Voxtral TTS<\/strong>, a strong and efficient model that turns text into speech.<\/p>\n\n\n\n<p>With just <strong>4 billion parameters<\/strong>, Voxtral punches way above its weight.<\/p>\n\n\n\n<p>It does more than read text. <\/p>\n\n\n\n<p>Understands tone and emotion, so the voice sounds natural and human-like.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Voxtral TTS Feels Different<\/h2>\n\n\n\n<p>Most Text to Speech tools sound robotic or flat.<\/p>\n\n\n\n<p>Voxtral captures small details like pauses, tone, excitement, and sarcasm, making speech feel more real.<\/p>\n\n\n\n<p>It sounds like a real person is talking to you, not a machine.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Key highlights of Voxtral TTS<\/h2>\n\n\n\n<p>1) It supports 9 languages, including English, French, German, Spanish, Hindi, and Arabic.<\/p>\n\n\n\n<p>2) Can mimic a person\u2019s voice using just <strong>3\u20135 seconds<\/strong> of reference audio<\/p>\n\n\n\n<p>3) Excellent at emotion and style control<\/p>\n\n\n\n<p>4) Very low latency \u2014 great for real-time use<\/p>\n\n\n\n<p>5) <a href=\"https:\/\/milvus.io\/ai-quick-reference\/how-does-zeroshot-learning-work-for-crosslingual-tasks\">Zero-shot cross-lingual ability<\/a> (e.g., generate English text in a French voice, or vice versa)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How It Actually Works :<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1200\" height=\"867\" src=\"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp\" alt=\"voxtral tts\" class=\"wp-image-533738\" srcset=\"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp 1200w, https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-300x217.webp 300w, https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-250x181.webp 250w, https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-768x555.webp 768w, https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts.webp 1331w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" loading=\"lazy\" \/><\/figure>\n\n\n\n<p><em>Image Source : <a href=\"https:\/\/mistral.ai\/news\/voxtral-tts\">mistral.ai\/news<\/a><\/em><\/p>\n\n\n\n<p>Voxtral TTS is built on a\u00a0<strong>transformer-based, autoregressive, flow-matching model<\/strong>.<\/p>\n\n\n\n<p>1) A 3.4B parameter transformer backbone for predicting semantic tokens.<\/p>\n\n\n\n<p>2) A 390M parameter flow-matching acoustic transformer for generating acoustic representationsral-sounding audio patterns.<\/p>\n\n\n\n<p>3) A 300M parameter neural audio codec to produce the final waveform.<\/p>\n\n\n\n<p>You just give it a short voice sample + the text you want spoken, and it does the magic.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Use Cases of Voxtral TTS :<\/h2>\n\n\n\n<p>1) Build realistic <a href=\"https:\/\/webkul.com\/artificial-intelligence\/\">Artificial Intelligence<\/a> customer support agents<\/p>\n\n\n\n<p>2) Create voiceovers for marketing with custom tones.<\/p>\n\n\n\n<p>3) Do real-time translation while keeping the original speaker\u2019s voice style.<\/p>\n\n\n\n<p>4) Make audiobooks or virtual assistants that actually sound expressive.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How to Try Voxtral TTS :<\/h2>\n\n\n\n<p>1) Head over to <strong>Mistral Studio<\/strong> \u2014 you can play with it live right in the browser.<\/p>\n\n\n\n<p>2) The open models are available on <strong>Hugging Face<\/strong> (under CC BY NC 4.0 license) if you want to run them yourself.<\/p>\n\n\n\n<p>3) For production use, the API is quite affordable at around <strong>$0.016 per 1,000 characters<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>Voxtral TTS is one of the most impressive lightweight voice models I\u2019ve seen recently.<\/p>\n\n\n\n<p>It\u2019s fast, emotionally aware, multilingual, and surprisingly good at cloning voices with very little audio.<\/p>\n\n\n\n<p>You can use Voxtral for voice apps, translation, or voiceovers. <\/p>\n\n\n\n<p>It is a good and low-cost choice.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>Want to Build AI-powered solutions visit\u00a0<a href=\"https:\/\/webkul.com\/generative-ai-services-and-solutions\/\">Webkul<\/a>!<\/em><\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mistral AI has launched Voxtral TTS, a strong and efficient model that turns text into speech. With just 4 billion parameters, Voxtral punches way above its weight. It does more than read text. Understands tone and emotion, so the voice sounds natural and human-like. Why Voxtral TTS Feels Different Most Text to Speech tools sound <a href=\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\">[&#8230;]<\/a><\/p>\n","protected":false},"author":724,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13702],"tags":[13571,7240],"class_list":["post-533508","post","type-post","status-publish","format-standard","hentry","category-machine-learning","tag-artificial-intelligence","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Voxtral TTS \u2013 New Lightweight Audio LLM - Webkul Blog<\/title>\n<meta name=\"description\" content=\"Voxtral TTS is a lightweight, multilingual AI model that generates natural, emotional speech with real-time performance and voice cloning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Voxtral TTS \u2013 New Lightweight Audio LLM - Webkul Blog\" \/>\n<meta property=\"og:description\" content=\"Voxtral TTS is a lightweight, multilingual AI model that generates natural, emotional speech with real-time performance and voice cloning.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\" \/>\n<meta property=\"og:site_name\" content=\"Webkul Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/webkul\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-31T14:31:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-31T14:31:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp\" \/>\n<meta name=\"author\" content=\"Prashant Saini\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@webkul\" \/>\n<meta name=\"twitter:site\" content=\"@webkul\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Prashant Saini\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\"},\"author\":{\"name\":\"Prashant Saini\",\"@id\":\"https:\/\/webkul.com\/blog\/#\/schema\/person\/53a57eff87fe1f3e9e69c165efdabdc4\"},\"headline\":\"Voxtral TTS \u2013 New Lightweight Audio LLM\",\"datePublished\":\"2026-03-31T14:31:21+00:00\",\"dateModified\":\"2026-03-31T14:31:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\"},\"wordCount\":363,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/webkul.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp\",\"keywords\":[\"Artificial Intelligence\",\"machine learning\"],\"articleSection\":[\"machine learning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\",\"url\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\",\"name\":\"Voxtral TTS \u2013 New Lightweight Audio LLM - Webkul Blog\",\"isPartOf\":{\"@id\":\"https:\/\/webkul.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp\",\"datePublished\":\"2026-03-31T14:31:21+00:00\",\"dateModified\":\"2026-03-31T14:31:46+00:00\",\"description\":\"Voxtral TTS is a lightweight, multilingual AI model that generates natural, emotional speech with real-time performance and voice cloning.\",\"breadcrumb\":{\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage\",\"url\":\"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts.webp\",\"contentUrl\":\"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts.webp\",\"width\":1331,\"height\":962},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/webkul.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Voxtral TTS \u2013 New Lightweight Audio LLM\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/webkul.com\/blog\/#website\",\"url\":\"https:\/\/webkul.com\/blog\/\",\"name\":\"Webkul Blog\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/webkul.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/webkul.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/webkul.com\/blog\/#organization\",\"name\":\"WebKul Software Private Limited\",\"url\":\"https:\/\/webkul.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/webkul.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2021\/08\/webkul-logo-accent-sq.png\",\"contentUrl\":\"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2021\/08\/webkul-logo-accent-sq.png\",\"width\":380,\"height\":380,\"caption\":\"WebKul Software Private Limited\"},\"image\":{\"@id\":\"https:\/\/webkul.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/webkul\/\",\"https:\/\/x.com\/webkul\",\"https:\/\/www.instagram.com\/webkul\/\",\"https:\/\/www.linkedin.com\/company\/webkul\",\"https:\/\/www.youtube.com\/user\/webkul\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/webkul.com\/blog\/#\/schema\/person\/53a57eff87fe1f3e9e69c165efdabdc4\",\"name\":\"Prashant Saini\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/webkul.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/90bd6382a7aa9ee0d5835bfaab3a739f91c37833f8e0d7cad51cd6a52b4914f0?s=96&d=https%3A%2F%2Fcdnblog.webkul.com%2Fblog%2Fwp-content%2Fuploads%2F2019%2F10%2Fmike.png&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/90bd6382a7aa9ee0d5835bfaab3a739f91c37833f8e0d7cad51cd6a52b4914f0?s=96&d=https%3A%2F%2Fcdnblog.webkul.com%2Fblog%2Fwp-content%2Fuploads%2F2019%2F10%2Fmike.png&r=g\",\"caption\":\"Prashant Saini\"},\"description\":\"Prashant, a passionate Machine Learning and AI enthusiast, specialized in building intelligent solutions using Python and Generative AI technologies.\",\"url\":\"https:\/\/webkul.com\/blog\/author\/prashant-ml322\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Voxtral TTS \u2013 New Lightweight Audio LLM - Webkul Blog","description":"Voxtral TTS is a lightweight, multilingual AI model that generates natural, emotional speech with real-time performance and voice cloning.","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:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/","og_locale":"en_US","og_type":"article","og_title":"Voxtral TTS \u2013 New Lightweight Audio LLM - Webkul Blog","og_description":"Voxtral TTS is a lightweight, multilingual AI model that generates natural, emotional speech with real-time performance and voice cloning.","og_url":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/","og_site_name":"Webkul Blog","article_publisher":"https:\/\/www.facebook.com\/webkul\/","article_published_time":"2026-03-31T14:31:21+00:00","article_modified_time":"2026-03-31T14:31:46+00:00","og_image":[{"url":"https:\/\/webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp","type":"","width":"","height":""}],"author":"Prashant Saini","twitter_card":"summary_large_image","twitter_creator":"@webkul","twitter_site":"@webkul","twitter_misc":{"Written by":"Prashant Saini","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#article","isPartOf":{"@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/"},"author":{"name":"Prashant Saini","@id":"https:\/\/webkul.com\/blog\/#\/schema\/person\/53a57eff87fe1f3e9e69c165efdabdc4"},"headline":"Voxtral TTS \u2013 New Lightweight Audio LLM","datePublished":"2026-03-31T14:31:21+00:00","dateModified":"2026-03-31T14:31:46+00:00","mainEntityOfPage":{"@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/"},"wordCount":363,"commentCount":0,"publisher":{"@id":"https:\/\/webkul.com\/blog\/#organization"},"image":{"@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage"},"thumbnailUrl":"https:\/\/webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp","keywords":["Artificial Intelligence","machine learning"],"articleSection":["machine learning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/","url":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/","name":"Voxtral TTS \u2013 New Lightweight Audio LLM - Webkul Blog","isPartOf":{"@id":"https:\/\/webkul.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage"},"image":{"@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage"},"thumbnailUrl":"https:\/\/webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts-1200x867.webp","datePublished":"2026-03-31T14:31:21+00:00","dateModified":"2026-03-31T14:31:46+00:00","description":"Voxtral TTS is a lightweight, multilingual AI model that generates natural, emotional speech with real-time performance and voice cloning.","breadcrumb":{"@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#primaryimage","url":"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts.webp","contentUrl":"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2026\/03\/voxtraltts.webp","width":1331,"height":962},{"@type":"BreadcrumbList","@id":"https:\/\/webkul.com\/blog\/voxtral-tts-new-lightweight-audio-llm\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/webkul.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Voxtral TTS \u2013 New Lightweight Audio LLM"}]},{"@type":"WebSite","@id":"https:\/\/webkul.com\/blog\/#website","url":"https:\/\/webkul.com\/blog\/","name":"Webkul Blog","description":"","publisher":{"@id":"https:\/\/webkul.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/webkul.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/webkul.com\/blog\/#organization","name":"WebKul Software Private Limited","url":"https:\/\/webkul.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/webkul.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2021\/08\/webkul-logo-accent-sq.png","contentUrl":"https:\/\/cdnblog.webkul.com\/blog\/wp-content\/uploads\/2021\/08\/webkul-logo-accent-sq.png","width":380,"height":380,"caption":"WebKul Software Private Limited"},"image":{"@id":"https:\/\/webkul.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/webkul\/","https:\/\/x.com\/webkul","https:\/\/www.instagram.com\/webkul\/","https:\/\/www.linkedin.com\/company\/webkul","https:\/\/www.youtube.com\/user\/webkul\/"]},{"@type":"Person","@id":"https:\/\/webkul.com\/blog\/#\/schema\/person\/53a57eff87fe1f3e9e69c165efdabdc4","name":"Prashant Saini","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/webkul.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/90bd6382a7aa9ee0d5835bfaab3a739f91c37833f8e0d7cad51cd6a52b4914f0?s=96&d=https%3A%2F%2Fcdnblog.webkul.com%2Fblog%2Fwp-content%2Fuploads%2F2019%2F10%2Fmike.png&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/90bd6382a7aa9ee0d5835bfaab3a739f91c37833f8e0d7cad51cd6a52b4914f0?s=96&d=https%3A%2F%2Fcdnblog.webkul.com%2Fblog%2Fwp-content%2Fuploads%2F2019%2F10%2Fmike.png&r=g","caption":"Prashant Saini"},"description":"Prashant, a passionate Machine Learning and AI enthusiast, specialized in building intelligent solutions using Python and Generative AI technologies.","url":"https:\/\/webkul.com\/blog\/author\/prashant-ml322\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/posts\/533508","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/users\/724"}],"replies":[{"embeddable":true,"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/comments?post=533508"}],"version-history":[{"count":2,"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/posts\/533508\/revisions"}],"predecessor-version":[{"id":533750,"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/posts\/533508\/revisions\/533750"}],"wp:attachment":[{"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/media?parent=533508"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/categories?post=533508"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/webkul.com\/blog\/wp-json\/wp\/v2\/tags?post=533508"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}