Deep Learning<\/a> is a specialized branch of Machine Learning that uses multi-layered artificial neural networks to learn patterns and make decisions from massive datasets.<\/strong> It mimics how the human brain processes information but at digital speed and scale.<\/p>\n\n\n\n\ud83d\udca1 2026 Update:<\/strong> Deep Learning is now at the core of Generative AI (e.g., GPT, DALL\u00b7E, Stable Diffusion), autonomous systems, and medical breakthroughs like AI-assisted surgeries.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Deep Learning vs Machine Learning: Clearing the Confusion<\/strong><\/h2>\n\n\n\n\n- Machine Learning (ML):<\/strong> Relies on algorithms like decision trees, random forests, and SVMs. Often requires manual feature engineering.<\/li>\n\n\n\n
- Deep Learning (DL):<\/strong> Uses deep neural networks that automatically learn features directly from raw data (images, audio, text).<\/li>\n<\/ul>\n\n\n\n
\ud83d\udccc Key Difference:<\/strong>
ML works with smaller datasets and structured data. DL thrives on huge datasets, unstructured data, and leverages GPU\/TPU-powered computation.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Why Deep Learning is Transformational<\/strong><\/h2>\n\n\n\n1\ufe0f\u20e3 High Accuracy:<\/strong> DL models have beaten human-level performance in tasks like image recognition.
2\ufe0f\u20e3 Scales with Data:<\/strong> More data = better performance (unlike classical ML).
3\ufe0f\u20e3 Automatic Feature Extraction:<\/strong> No need for manual data engineering.
4\ufe0f\u20e3 Real-World Impact:<\/strong> Autonomous cars, medical imaging, fraud detection, and personalized AI assistants all depend on DL.<\/p>\n\n\n\n\ud83c\udf0d Example:<\/strong> In 2024, DeepMind\u2019s AI for weather prediction outperformed traditional meteorological models, revolutionizing climate forecasting.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Core of Deep Learning: Artificial Neural Networks<\/strong><\/h2>\n\n\n\nAt the heart of DL are Artificial Neural Networks (ANNs)<\/strong>, inspired by the human brain\u2019s structure.<\/p>\n\n\n\n\ud83e\udde0 Basic Components:<\/strong><\/h3>\n\n\n\n\n- Neuron:<\/strong> A processing unit that takes input, applies weights & biases, and passes through an activation function.<\/li>\n\n\n\n
- Layers:<\/strong>\n
\n- Input Layer:<\/strong> Accepts data.<\/li>\n\n\n\n
- Hidden Layers:<\/strong> Extract hierarchical patterns.<\/li>\n\n\n\n
- Output Layer:<\/strong> Produces predictions or classifications.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
\u2705 Learning Process:<\/strong><\/h3>\n\n\n\n\n- Forward propagation \u2192 Calculate output.<\/li>\n\n\n\n
- Loss function \u2192 Measure error.<\/li>\n\n\n\n
- Backpropagation \u2192 Adjust weights to minimize loss.<\/li>\n\n\n\n
- Repeat over many epochs until the network learns patterns.<\/li>\n<\/ul>\n\n\n\n
\ud83d\udca1 2026 Note:<\/strong> Modern networks can have billions of parameters (e.g., GPT-4, Gemini Ultra) and are trained on multi-modal data (text, images, video, audio combined).<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Deep Learning Architectures (Updated)<\/strong><\/h2>\n\n\n\n1\ufe0f\u20e3 Feedforward Neural Networks (FNNs):<\/strong> Basic networks for classification\/regression.
2\ufe0f\u20e3 Convolutional Neural Networks (CNNs):<\/strong> Core for image\/video recognition (e.g., facial recognition).
3\ufe0f\u20e3 Recurrent Neural Networks (RNNs):<\/strong> Sequential data (text, time series).
4\ufe0f\u20e3 LSTM\/GRU:<\/strong> Handle long-term dependencies in sequences.
5\ufe0f\u20e3 Transformers:<\/strong> The backbone of modern NLP and Generative AI.
6\ufe0f\u20e3 GANs (Generative Adversarial Networks):<\/strong> Create realistic images, videos, and music.
7\ufe0f\u20e3 Diffusion Models:<\/strong> Powering AI art generators like DALL\u00b7E 3 and Stable Diffusion XL.<\/p>\n\n\n\n\ud83d\udccc 2026 Trend:<\/strong> Transformers are now expanding beyond NLP to vision (ViT), audio, and even robotics.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Deep Learning Pipeline<\/strong><\/h2>\n\n\n\n1\ufe0f\u20e3 Data Collection:<\/strong> Huge and diverse datasets.
2\ufe0f\u20e3 Data Preprocessing:<\/strong> Cleaning, normalization, augmentation.
3\ufe0f\u20e3 Model Building:<\/strong> Choose architecture (CNN, Transformer, GAN).
4\ufe0f\u20e3 Training:<\/strong> Use GPUs\/TPUs for efficient computation.
5\ufe0f\u20e3 Evaluation:<\/strong> Metrics like accuracy, F1 score, BLEU (for NLP).
6\ufe0f\u20e3 Deployment:<\/strong> Convert models into APIs or edge-compatible versions.<\/p>\n\n\n\n\ud83d\udca1 Pro Tip:<\/strong> Use Transfer Learning with pre-trained models to save time and compute costs.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Popular Frameworks & Tools (2026)<\/strong><\/h2>\n\n\n\n\n- TensorFlow 2.x:<\/strong> Production-ready DL framework.<\/li>\n\n\n\n
- PyTorch Lightning:<\/strong> Research-friendly & scalable.<\/li>\n\n\n\n
- Keras:<\/strong> Quick prototyping.<\/li>\n\n\n\n
- JAX:<\/strong> High-performance DL for scientific computing.<\/li>\n\n\n\n
- ONNX:<\/strong> Standard for deploying DL models across platforms.<\/li>\n<\/ul>\n\n\n\n
\ud83d\udca1 Trend:<\/strong> PyTorch dominates research, while TensorFlow still leads in enterprise production.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Real-World Applications<\/strong><\/h2>\n\n\n\n\u2705 Computer Vision:<\/strong> Medical imaging, autonomous driving, smart surveillance.
\u2705 NLP:<\/strong> Chatbots, AI writers (GPT), translation, voice assistants.
\u2705 Generative AI:<\/strong> AI art, music, video generation, 3D modeling.
\u2705 Healthcare:<\/strong> Early cancer detection, drug discovery, personalized treatments.
\u2705 Finance:<\/strong> Fraud detection, risk modeling, algorithmic trading.
\u2705 Edge AI:<\/strong> DL models running on mobile & IoT devices in real-time.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Challenges of Deep Learning<\/strong><\/h2>\n\n\n\n\n- Data Requirements:<\/strong> Needs massive, high-quality datasets.<\/li>\n\n\n\n
- Compute Costs:<\/strong> Training large models can cost millions (e.g., GPT-4).<\/li>\n\n\n\n
- Explainability:<\/strong> Neural networks are often black boxes.<\/li>\n\n\n\n
- Bias & Ethics:<\/strong> Models can inherit biases present in data.<\/li>\n\n\n\n
- Energy Consumption:<\/strong> Large DL models have significant carbon footprints.<\/li>\n<\/ul>\n\n\n\n
\ud83d\udca1 Solution:<\/strong> Techniques like pruning, quantization, and federated learning reduce compute and power usage.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Advanced Topics (2026)<\/strong><\/h2>\n\n\n\n1\ufe0f\u20e3 Foundation Models:<\/strong> Large, general-purpose models powering multiple tasks (e.g., GPT, Gemini).
2\ufe0f\u20e3 Multi-Modal AI:<\/strong> Combining text, audio, video, and 3D data in one model.
3\ufe0f\u20e3 Self-Supervised Learning:<\/strong> Training with unlabeled data at scale.
4\ufe0f\u20e3 Neural Architecture Search (NAS):<\/strong> AI optimizing neural network design.
5\ufe0f\u20e3 Quantum Deep Learning:<\/strong> Early research combining quantum computing and DL for exponential speedups.<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 Career Path in Deep Learning<\/strong><\/h2>\n\n\n\n\n- AI\/Deep Learning Engineer:<\/strong> Building production-ready models.<\/li>\n\n\n\n
- Research Scientist:<\/strong> Working on new DL algorithms.<\/li>\n\n\n\n
- Computer Vision Specialist:<\/strong> Image\/video AI.<\/li>\n\n\n\n
- NLP Engineer:<\/strong> Building chatbots, translators, AI writers.<\/li>\n\n\n\n
- Generative AI Engineer:<\/strong> Working on GANs and diffusion models.<\/li>\n<\/ul>\n\n\n\n
\ud83d\udcb0 Salary (2026):<\/strong>
Entry: $90k\u2013$120k\/year
Mid-level: $120k\u2013$160k\/year
Expert\/Research: $170k\u2013$250k\/year+<\/p>\n\n\n\n
\n\n\n\n\ud83d\udd39 The Future of Deep Learning<\/strong><\/h2>\n\n\n\n\n- Explainable AI (XAI):<\/strong> Interpretable neural networks.<\/li>\n\n\n\n
- Energy-Efficient AI:<\/strong> Sustainable model training.<\/li>\n\n\n\n
- AI + Robotics:<\/strong> DL driving humanoid robots and smart manufacturing.<\/li>\n\n\n\n
- Personal AI Assistants:<\/strong> Hyper-personalized agents for every user.<\/li>\n<\/ul>\n\n\n\n
\n\n\n\n\ud83d\udd39 Conclusion<\/strong><\/h2>\n\n\n\nDeep Learning is no longer just a technology; it\u2019s the foundation of modern AI innovation<\/strong>. With models now learning from trillions of data points and handling multiple modalities, DL is pushing boundaries in every industry.<\/p>\n\n\n\n\u2705 Key Insights:<\/strong><\/p>\n\n\n\n\n- Deep Learning is the brain of AI systems.<\/li>\n\n\n\n
- CNNs, RNNs, Transformers, and GANs are core architectures.<\/li>\n\n\n\n
- Generative AI and multi-modal DL are the future.<\/li>\n\n\n\n
- Skills in DL are among the most in-demand worldwide.<\/li>\n<\/ul>\n\n\n\n
\n\n\n\n\ud83d\ude80 Next Steps for You<\/strong><\/h2>\n\n\n\n\n- Learn Python, NumPy, Pandas.<\/li>\n\n\n\n
- Start with TensorFlow or PyTorch.<\/li>\n\n\n\n
- Build CNNs, RNNs, and Transformer-based projects.<\/li>\n\n\n\n
- Experiment with open datasets (ImageNet, COCO, LibriSpeech).<\/li>\n\n\n\n
- Explore Generative AI & Self-Supervised Learning for cutting-edge research.<\/li>\n<\/ol>\n\n\n\n
\n\n\n\n<\/p>\n","protected":false},"excerpt":{"rendered":"
\ud83c\udf1f Introduction: The Era of Intelligent Machines Imagine a car driving itself through traffic, an AI creating stunning artwork, or […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[1],"tags":[],"class_list":["post-13136","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n
Deep Learning: The Complete Updated Guide - scmGalaxy<\/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:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep Learning: The Complete Updated Guide - scmGalaxy\" \/>\n<meta property=\"og:description\" content=\"\ud83c\udf1f Introduction: The Era of Intelligent Machines Imagine a car driving itself through traffic, an AI creating stunning artwork, or […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/\" \/>\n<meta property=\"og:site_name\" content=\"scmGalaxy\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-25T09:20:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-21T07:14:03+00:00\" \/>\n<meta name=\"author\" content=\"rajeshkumar\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"rajeshkumar\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/\"},\"author\":{\"name\":\"rajeshkumar\",\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/#\\\/schema\\\/person\\\/a40e0dd38feee7c2779460a804d49361\"},\"headline\":\"Deep Learning: The Complete Updated Guide\",\"datePublished\":\"2025-07-25T09:20:27+00:00\",\"dateModified\":\"2026-02-21T07:14:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/\"},\"wordCount\":906,\"commentCount\":0,\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/\",\"url\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/\",\"name\":\"Deep Learning: The Complete Updated Guide - scmGalaxy\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/#website\"},\"datePublished\":\"2025-07-25T09:20:27+00:00\",\"dateModified\":\"2026-02-21T07:14:03+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/#\\\/schema\\\/person\\\/a40e0dd38feee7c2779460a804d49361\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/deep-learning-the-complete-updated-guide\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Deep Learning: The Complete Updated Guide\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/#website\",\"url\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/\",\"name\":\"scmGalaxy\",\"description\":\"A Platform for Software Engineers\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/#\\\/schema\\\/person\\\/a40e0dd38feee7c2779460a804d49361\",\"name\":\"rajeshkumar\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/82337e1fc8642c7f36795aa0775af055a4f38882994004b593efd31758d4434e?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/82337e1fc8642c7f36795aa0775af055a4f38882994004b593efd31758d4434e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/82337e1fc8642c7f36795aa0775af055a4f38882994004b593efd31758d4434e?s=96&d=mm&r=g\",\"caption\":\"rajeshkumar\"},\"url\":\"https:\\\/\\\/www.scmgalaxy.com\\\/tutorials\\\/author\\\/rajeshkumar\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Deep Learning: The Complete Updated Guide - scmGalaxy","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:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/","og_locale":"en_US","og_type":"article","og_title":"Deep Learning: The Complete Updated Guide - scmGalaxy","og_description":"\ud83c\udf1f Introduction: The Era of Intelligent Machines Imagine a car driving itself through traffic, an AI creating stunning artwork, or […]","og_url":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/","og_site_name":"scmGalaxy","article_published_time":"2025-07-25T09:20:27+00:00","article_modified_time":"2026-02-21T07:14:03+00:00","author":"rajeshkumar","twitter_card":"summary_large_image","twitter_misc":{"Written by":"rajeshkumar","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/#article","isPartOf":{"@id":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/"},"author":{"name":"rajeshkumar","@id":"https:\/\/www.scmgalaxy.com\/tutorials\/#\/schema\/person\/a40e0dd38feee7c2779460a804d49361"},"headline":"Deep Learning: The Complete Updated Guide","datePublished":"2025-07-25T09:20:27+00:00","dateModified":"2026-02-21T07:14:03+00:00","mainEntityOfPage":{"@id":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/"},"wordCount":906,"commentCount":0,"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/","url":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/","name":"Deep Learning: The Complete Updated Guide - scmGalaxy","isPartOf":{"@id":"https:\/\/www.scmgalaxy.com\/tutorials\/#website"},"datePublished":"2025-07-25T09:20:27+00:00","dateModified":"2026-02-21T07:14:03+00:00","author":{"@id":"https:\/\/www.scmgalaxy.com\/tutorials\/#\/schema\/person\/a40e0dd38feee7c2779460a804d49361"},"breadcrumb":{"@id":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.scmgalaxy.com\/tutorials\/deep-learning-the-complete-updated-guide\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.scmgalaxy.com\/tutorials\/"},{"@type":"ListItem","position":2,"name":"Deep Learning: The Complete Updated Guide"}]},{"@type":"WebSite","@id":"https:\/\/www.scmgalaxy.com\/tutorials\/#website","url":"https:\/\/www.scmgalaxy.com\/tutorials\/","name":"scmGalaxy","description":"A Platform for Software Engineers","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.scmgalaxy.com\/tutorials\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.scmgalaxy.com\/tutorials\/#\/schema\/person\/a40e0dd38feee7c2779460a804d49361","name":"rajeshkumar","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/82337e1fc8642c7f36795aa0775af055a4f38882994004b593efd31758d4434e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/82337e1fc8642c7f36795aa0775af055a4f38882994004b593efd31758d4434e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/82337e1fc8642c7f36795aa0775af055a4f38882994004b593efd31758d4434e?s=96&d=mm&r=g","caption":"rajeshkumar"},"url":"https:\/\/www.scmgalaxy.com\/tutorials\/author\/rajeshkumar\/"}]}},"_links":{"self":[{"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/posts\/13136","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/comments?post=13136"}],"version-history":[{"count":2,"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/posts\/13136\/revisions"}],"predecessor-version":[{"id":20575,"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/posts\/13136\/revisions\/20575"}],"wp:attachment":[{"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/media?parent=13136"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/categories?post=13136"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.scmgalaxy.com\/tutorials\/wp-json\/wp\/v2\/tags?post=13136"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}