{"id":1618,"date":"2026-07-19T12:40:33","date_gmt":"2026-07-19T07:10:33","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=1618"},"modified":"2026-07-19T13:02:20","modified_gmt":"2026-07-19T07:32:20","slug":"multi-sensor-fusion-in-crime-cyber-security-more-part-1","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2026\/07\/multi-sensor-fusion-in-crime-cyber-security-more-part-1\/","title":{"rendered":"Multi-Sensor Fusion in Crime Detection and Management, Cyber Security &amp; More- Part 1"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?ssl=1\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"1500\" data-attachment-id=\"1619\" data-permalink=\"https:\/\/www.techandtrain.com\/blog\/2026\/07\/multi-sensor-fusion-in-crime-cyber-security-more-part-1\/image\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?fit=979%2C1500&amp;ssl=1\" data-orig-size=\"979,1500\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?fit=474%2C727&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?fit=474%2C727&amp;ssl=1\" alt=\"\" class=\"wp-image-1619\" srcset=\"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?w=979&amp;ssl=1 979w, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?resize=196%2C300&amp;ssl=1 196w, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?resize=668%2C1024&amp;ssl=1 668w, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/image.png?resize=768%2C1177&amp;ssl=1 768w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The future of cybersecurity\u2014and many other critical systems\u2014is multi-sensor fusion.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When the integrity of a digital system, its implementation, or its audit trail is inadequate, relying on a single source of evidence is risky. Missing logs, compromised endpoints, spoofed identities, or incomplete telemetry can make accurate analysis\u2014and even legal prosecution\u2014extremely challenging.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The solution is <strong>multi-sensor fusion<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of trusting one source, we combine multiple independent sources of information to build a far more reliable understanding of reality.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In cybersecurity, this could include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">Endpoint telemetry<\/li>\n\n\n\n<li class=\"\">Network traffic and packet captures<\/li>\n\n\n\n<li class=\"\">Authentication and IAM systems<\/li>\n\n\n\n<li class=\"\">Application and database logs<\/li>\n\n\n\n<li class=\"\">Cloud and container monitoring<\/li>\n\n\n\n<li class=\"\">Firewalls, WAFs, IDS\/IPS<\/li>\n\n\n\n<li class=\"\">Threat intelligence feeds<\/li>\n\n\n\n<li class=\"\">DNS, email, and proxy logs<\/li>\n\n\n\n<li class=\"\">User and Entity Behavior Analytics (UEBA)<\/li>\n\n\n\n<li class=\"\">Physical access control systems<\/li>\n\n\n\n<li class=\"\">IoT and OT sensors<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The same principle extends well beyond cybersecurity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Imagine integrating:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>SAR (Synthetic Aperture Radar)<\/strong> for all-weather, day-and-night observation<\/li>\n\n\n\n<li class=\"\"><strong>Optical satellite imagery<\/strong> for high-resolution visual information<\/li>\n\n\n\n<li class=\"\"><strong>GPS\/GNSS<\/strong> for positioning and timing<\/li>\n\n\n\n<li class=\"\"><strong>Drones and UAVs<\/strong> for localized, rapid inspection<\/li>\n\n\n\n<li class=\"\"><strong>Ground-based sensors<\/strong> measuring seismic activity, weather, strain, vibration, or environmental conditions<\/li>\n\n\n\n<li class=\"\"><strong>Mobile phones and cellular networks<\/strong> for crowdsourced observations and communication patterns<\/li>\n\n\n\n<li class=\"\"><strong>AIS, ADS-B, and maritime\/aviation tracking systems<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Weather radar and meteorological observations<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>IoT sensor networks<\/strong> across cities, industries, and critical infrastructure<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">No single sensor tells the complete story.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SAR can see through clouds but may not provide the visual detail of optical imagery. Optical sensors offer rich visual information but are affected by clouds and darkness. GPS provides precise location but not context. Ground sensors provide highly accurate local measurements but lack regional coverage.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When these sources are fused together, the result is a system that is:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">More resilient to missing or compromised data<\/li>\n\n\n\n<li class=\"\">More accurate and reliable<\/li>\n\n\n\n<li class=\"\">Better at reducing false positives<\/li>\n\n\n\n<li class=\"\">Better at detecting anomalies<\/li>\n\n\n\n<li class=\"\">More explainable and auditable<\/li>\n\n\n\n<li class=\"\">More suitable for forensic investigations and legal evidence<\/li>\n\n\n\n<li class=\"\">Better at supporting real-time decision making<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Whether the challenge is <strong>cybersecurity, disaster management, climate monitoring, agriculture, transportation, defense, smart cities, or critical infrastructure<\/strong>, the future lies in <strong>correlating multiple independent sensors rather than relying on a single source of truth.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The next generation of intelligent systems will not be defined by one powerful sensor or one powerful AI model.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">They will be defined by <strong>how effectively they fuse information from many sensors into one coherent, trustworthy understanding of reality.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI becomes significantly more powerful when it learns not from one perspective, but from many.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">#ArtificialIntelligence #SensorFusion #CyberSecurity #SAR #RemoteSensing #GeoAI #DigitalForensics #EarthObservation #GIS #GPS #SatelliteData #SmartCities #DisasterManagement #CriticalInfrastructure #IoT #OpenSource #SystemsEngineering #DecisionScience<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Concept &amp; Narrative Credit: Neil Harwani<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Creation Help: ChatGPT<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udce2 Stay informed:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">Website: <a href=\"http:\/\/www.harwanisystems.in\/\"><strong>www.HarwaniSystems.in<\/strong><\/a><\/li>\n\n\n\n<li class=\"\">Blog: <a href=\"http:\/\/www.techandtrain.com\/blog\"><strong>www.TechAndTrain.com\/blog<\/strong><\/a><\/li>\n\n\n\n<li class=\"\">LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/neil27\/\"><strong>Neil Harwani | LinkedIn<\/strong><\/a><\/li>\n\n\n\n<li class=\"\">Email me: <a href=\"mailto:Neil@HarwaniSytems.in\"><strong>Neil@HarwaniSytems.in<\/strong><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>The future of cybersecurity\u2014and many other critical systems\u2014is multi-sensor fusion. When the integrity of a digital system, its implementation, or its audit trail is inadequate, relying on a single source of evidence is risky. Missing logs, compromised endpoints, spoofed identities, or incomplete telemetry can make accurate analysis\u2014and even legal prosecution\u2014extremely challenging. The solution is multi-sensor &hellip; <a href=\"https:\/\/www.techandtrain.com\/blog\/2026\/07\/multi-sensor-fusion-in-crime-cyber-security-more-part-1\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Multi-Sensor Fusion in Crime Detection and Management, Cyber Security &amp; More- Part 1<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":1620,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[411,40],"tags":[450,524,224,530,521,525,515,493,520,523,527,528,514,518,522,519,526,529],"class_list":["post-1618","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cyber-forensics","category-cyber-security","tag-artificialintelligence","tag-criticalinfrastructure","tag-cybersecurity","tag-decisionscience","tag-digitalforensics","tag-disastermanagement","tag-earthobservation","tag-geoai","tag-gis","tag-gps","tag-iot","tag-opensource","tag-remotesensing","tag-sar","tag-satellitedata","tag-sensorfusion","tag-smartcities","tag-systemsengineering"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/Sensor.jpg?fit=597%2C853&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-q6","jetpack-related-posts":[{"id":1242,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/04\/cyber-security-tips-for-portals-generated-by-chatgpt-gemini-part-1\/","url_meta":{"origin":1618,"position":0},"title":"Cyber security tips for Portals &#8211; Generated by ChatGPT &amp; GEMINI &#8211; Part 1","author":"Neil Harwani","date":"April 8, 2024","format":false,"excerpt":"Cyber security is a critical concern for portal applications, which often serve as gateways to a wide range of resources and services. Here are some vital tips to enhance the cyber security posture of portal applications: 1. Use Strong Authentication Mechanisms: Implement multi-factor authentication (MFA) to add an extra layer\u2026","rel":"","context":"In &quot;Cyber Security&quot;","block_context":{"text":"Cyber Security","link":"https:\/\/www.techandtrain.com\/blog\/category\/cyber-security\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/04\/CyberSecurity.png?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/04\/CyberSecurity.png?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/04\/CyberSecurity.png?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/04\/CyberSecurity.png?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/04\/CyberSecurity.png?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":950,"url":"https:\/\/www.techandtrain.com\/blog\/2022\/08\/cyber-security-keywords-concepts-part-1\/","url_meta":{"origin":1618,"position":1},"title":"Cyber Security Keywords &#038; Concepts &#8211; Part 1","author":"Neil Harwani","date":"August 28, 2022","format":false,"excerpt":"Here is a list of keywords & concepts in Cyber Security that technology professionals should be aware of. This is part 1 of the series. CSPXSSISO 27001OWASPEncoding \/ decodingEncryption and it's typesCSRFCORSHashingAuthenticationAuthorizationIAMSSOSAMLOAuthTokensHTTPS \/ SSLDOS \/ DDOSBackdoorMalwareSecure codingThreats, Vulnerabilities, Controls & MitigationVAPTSocial EngineeringSpoofingProxy serversPhishingSQL injectionBuffer overflowViruses, Worms, Keyloggers, SpywaresIdentity theftRootKitsZero DayVPN\u2026","rel":"","context":"In &quot;Cyber Security&quot;","block_context":{"text":"Cyber Security","link":"https:\/\/www.techandtrain.com\/blog\/category\/cyber-security\/"},"img":{"alt_text":"Credit: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/08\/CyberSecurity.jpg?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/08\/CyberSecurity.jpg?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/08\/CyberSecurity.jpg?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/08\/CyberSecurity.jpg?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/08\/CyberSecurity.jpg?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1432,"url":"https:\/\/www.techandtrain.com\/blog\/2025\/03\/cybersecurity-and-cyber-forensic-tools-part-1-collated-from-internet-ai\/","url_meta":{"origin":1618,"position":2},"title":"Cybersecurity and Cyber Forensics tools &#8211; Part 1 (Collated from internet &amp; AI)","author":"Neil Harwani","date":"March 7, 2025","format":false,"excerpt":"Here is an exhaustive list of cybersecurity and cyber forensic tools, categorized based on their functionalities: 1. Network Security & Monitoring Tools Wireshark \u2013 Network packet analyzer Snort \u2013 Open-source network intrusion detection system (NIDS) Suricata \u2013 High-performance IDS, IPS, and network security monitoring (NSM) Zeek (formerly Bro) \u2013 Network\u2026","rel":"","context":"In &quot;Cyber Forensics&quot;","block_context":{"text":"Cyber Forensics","link":"https:\/\/www.techandtrain.com\/blog\/category\/cyber-forensics\/"},"img":{"alt_text":"Image Credit: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/03\/CyberSecurityAndForensics.jpg?fit=1200%2C713&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/03\/CyberSecurityAndForensics.jpg?fit=1200%2C713&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/03\/CyberSecurityAndForensics.jpg?fit=1200%2C713&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/03\/CyberSecurityAndForensics.jpg?fit=1200%2C713&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/03\/CyberSecurityAndForensics.jpg?fit=1200%2C713&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1494,"url":"https:\/\/www.techandtrain.com\/blog\/2025\/10\/cyber-security-notes-for-2025-part-4\/","url_meta":{"origin":1618,"position":3},"title":"Cyber Security notes for 2025 &#8211; Part 4","author":"Neil Harwani","date":"October 22, 2025","format":false,"excerpt":"Further to my four Cyber Security notes here: Information security tips while working with digital sources and internet | LinkedIn Security tips for Google Drive & Android | LinkedIn Facebook Privacy & Security tips | LinkedIn Post on patterns, anti-patterns & randomness in Cyber Security | LinkedIn Below I am\u2026","rel":"","context":"In &quot;Cyber Security&quot;","block_context":{"text":"Cyber Security","link":"https:\/\/www.techandtrain.com\/blog\/category\/cyber-security\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/10\/CyberSecurity5.jpg?fit=1200%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/10\/CyberSecurity5.jpg?fit=1200%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/10\/CyberSecurity5.jpg?fit=1200%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/10\/CyberSecurity5.jpg?fit=1200%2C1200&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/10\/CyberSecurity5.jpg?fit=1200%2C1200&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1394,"url":"https:\/\/www.techandtrain.com\/blog\/2025\/01\/information-technology-security-ecosystem-part-1\/","url_meta":{"origin":1618,"position":4},"title":"Information Technology Security Ecosystem &#8211; Part 1","author":"Neil Harwani","date":"January 2, 2025","format":false,"excerpt":"While having a discussion, I thought of writing a blog covering all important layers of Information Technology Security ecosystem with some relevant links - so here it goes. Here are some important layers for the same: Physical security Hardware security Network security Endpoint security Application security Data security Identity and\u2026","rel":"","context":"In &quot;Cyber Security&quot;","block_context":{"text":"Cyber Security","link":"https:\/\/www.techandtrain.com\/blog\/category\/cyber-security\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/01\/Security.jpg?fit=1200%2C559&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/01\/Security.jpg?fit=1200%2C559&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/01\/Security.jpg?fit=1200%2C559&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/01\/Security.jpg?fit=1200%2C559&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/01\/Security.jpg?fit=1200%2C559&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":12,"url":"https:\/\/www.techandtrain.com\/blog\/2015\/08\/mobile-sensors-with-iot-world\/","url_meta":{"origin":1618,"position":5},"title":"Mobile  &#038; Sensors in IoT world","author":"Neil Harwani","date":"August 3, 2015","format":false,"excerpt":"In this world of IOT, iBeacons, Eddystone, Mobiles with 3+ GB RAM, light\/gesture control sensors, GPS, accelerometer, compass and quad\/octa core processors with cameras an upgrade for all of this would be to have sensors like: 1. Temperature, 2. Movement\/motion, 3. Smell, 4. Pollution, etc. onto the mobiles and then\u2026","rel":"","context":"In &quot;Disaster relief&quot;","block_context":{"text":"Disaster relief","link":"https:\/\/www.techandtrain.com\/blog\/category\/disaster-relief\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Mobility.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Mobility.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Mobility.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Mobility.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Mobility.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1618","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/comments?post=1618"}],"version-history":[{"count":2,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1618\/revisions"}],"predecessor-version":[{"id":1622,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1618\/revisions\/1622"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media\/1620"}],"wp:attachment":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media?parent=1618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/categories?post=1618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/tags?post=1618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}