{"id":1541,"date":"2026-04-17T06:18:27","date_gmt":"2026-04-17T00:48:27","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=1541"},"modified":"2026-04-17T06:18:30","modified_gmt":"2026-04-17T00:48:30","slug":"dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2026\/04\/dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt\/","title":{"rendered":"Dimensions for Artificial Intelligence \/ GenAI \/ LLMs \/ Deep Learning \/ Neural Networks \/ Data Science to ponder on &#8211; Part 1-Assisted by AI &#8211; ChatGPT"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember189\">\ud83e\udde0 1. Model Performance &amp; Quality<\/h2>\n\n\n\n<p id=\"ember190\" class=\"\">Beyond accuracy:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Precision \/ Recall \/ F1-score<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>ROC-AUC<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Calibration (probability correctness)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Generalization ability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Robustness (noise, adversarial inputs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Stability (variance across runs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Overfitting \/ Underfitting control<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Latency (response time)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Throughput (requests per second)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember192\">\u2696\ufe0f 2. Responsible AI \/ Ethics<\/h2>\n\n\n\n<p id=\"ember193\" class=\"\">Along with fairness, bias, explainability, interpretability:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Accountability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Transparency<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Non-discrimination<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Inclusiveness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Human oversight \/ Human-in-the-loop<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Ethical alignment<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Value alignment (especially for LLMs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Safety (harm prevention)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember195\">\ud83d\udd10 3. Security &amp; Privacy<\/h2>\n\n\n\n<p id=\"ember196\" class=\"\">Critical for enterprise and GenAI:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Data privacy (PII protection)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Differential privacy<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Federated learning capability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Model security (model theft, extraction)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Prompt injection resistance (LLMs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data leakage prevention<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Adversarial robustness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Access control &amp; authentication<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember198\">\ud83d\udcca 4. Data Quality &amp; Governance<\/h2>\n\n\n\n<p id=\"ember199\" class=\"\">Often more important than model itself:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Data completeness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data consistency<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data lineage<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data drift detection<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Concept drift detection<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Bias in training data<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data freshness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Label quality<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Auditability<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember201\">\u2699\ufe0f 5. Model Lifecycle &amp; MLOps<\/h2>\n\n\n\n<p id=\"ember202\" class=\"\">Operational excellence:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Reproducibility<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Versioning (data + model)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Monitoring (real-time + batch)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Model retraining strategy<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Deployment reliability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Rollback capability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>CI\/CD for ML pipelines<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Observability (logs, metrics, traces)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember204\">\ud83e\udde9 6. LLM \/ GenAI Specific Parameters<\/h2>\n\n\n\n<p id=\"ember205\" class=\"\">Very important for your GenAI work:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Hallucination rate<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Faithfulness (groundedness to source)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Context retention (long context handling)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Instruction following<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Toxicity \/ harmful output control<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Prompt sensitivity<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Response consistency<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Token efficiency (cost optimization)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Alignment with system prompts \/ policies<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Retrieval quality (RAG precision\/recall)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember207\">\ud83e\uddea 7. Evaluation &amp; Testing<\/h2>\n\n\n\n<p id=\"ember208\" class=\"\">For enterprise-grade systems:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Benchmarking (standard datasets)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Stress testing<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Edge case coverage<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Scenario testing<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>A\/B testing<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Human evaluation (subjective scoring)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Red teaming (especially for GenAI)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember210\">\ud83c\udf10 8. Business &amp; Product Metrics<\/h2>\n\n\n\n<p id=\"ember211\" class=\"\">Often ignored in technical discussions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>ROI \/ Cost-benefit<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>User satisfaction<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Adoption rate<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Time saved \/ productivity gain<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Decision impact quality<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Revenue impact<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Risk reduction<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember213\">\ud83e\udded 9. Governance &amp; Compliance<\/h2>\n\n\n\n<p id=\"ember214\" class=\"\">Especially relevant in India (DPDP Act etc.):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Regulatory compliance<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Audit trails<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Model documentation (Model Cards)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Explainability for regulators<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Consent management<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data residency<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember216\">\ud83e\udde0 Quick Memory Framework<\/h2>\n\n\n\n<p id=\"ember217\" class=\"\">You can compress everything into:<\/p>\n\n\n\n<p id=\"ember218\" class=\"\">\ud83d\udc49 <strong>FAPES-DLMGB<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>F<\/strong>airness &amp; Ethics<\/li>\n\n\n\n<li class=\"\"><strong>A<\/strong>ccuracy &amp; Performance<\/li>\n\n\n\n<li class=\"\"><strong>P<\/strong>rivacy &amp; Security<\/li>\n\n\n\n<li class=\"\"><strong>E<\/strong>xplainability<\/li>\n\n\n\n<li class=\"\"><strong>S<\/strong>calability &amp; Stability<\/li>\n\n\n\n<li class=\"\"><strong>D<\/strong>ata Quality<\/li>\n\n\n\n<li class=\"\"><strong>L<\/strong>ifecycle (MLOps)<\/li>\n\n\n\n<li class=\"\"><strong>M<\/strong>onitoring<\/li>\n\n\n\n<li class=\"\"><strong>G<\/strong>overnance<\/li>\n\n\n\n<li class=\"\"><strong>B<\/strong>usiness Impact<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember220\">Reference frameworks:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>NIST AI Risk Management Framework<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>ISO\/IEC 42001<\/strong><\/li>\n<\/ul>\n\n\n\n<p id=\"ember222\" class=\"\">Note: Enhanced \/ compiled with help of AI \/ LLMs<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">Email me: <a href=\"mailto:Neil@HarwaniSytems.in\"><strong>Neil@HarwaniSytems.in<\/strong><\/a><\/li>\n\n\n\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<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud83e\udde0 1. Model Performance &amp; Quality Beyond accuracy: \u2696\ufe0f 2. Responsible AI \/ Ethics Along with fairness, bias, explainability, interpretability: [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":1542,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[144,271],"tags":[454,450,447,455,453,448,451,452,449],"class_list":["post-1541","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiml","category-generative-ai","tag-aigovernance-mlops-aiarchitecture-aitransformation","tag-artificialintelligence","tag-datascience","tag-enterpriseai","tag-explainableai","tag-generativeai","tag-machinelearning","tag-responsibleai","tag-trustworthyai"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/04\/Dimensions.jpg?fit=640%2C360&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-oR","jetpack-related-posts":[{"id":1146,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/10\/keywords-glossary-for-generative-ai-part-1\/","url_meta":{"origin":1541,"position":0},"title":"Keywords (Glossary) for Generative AI &#8211; Part 1","author":"Neil Harwani","date":"October 14, 2023","format":false,"excerpt":"Here are some important keywords in the ecosystem of Generative AI - Part 1: Transformers Natural language prompts Large language models ChatGPT Bing Chat Bard LLaMA Stable Diffusion Midjourney DALL-E GPT LAMDA BLOOM GitHub Co-pilot NVidia AMD PaLM DeepFakes OpenAI Bias Hallucination References: Generative artificial intelligence - Wikipedia Generative AI\u2026","rel":"","context":"In &quot;Generative AI&quot;","block_context":{"text":"Generative AI","link":"https:\/\/www.techandtrain.com\/blog\/category\/generative-ai\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1376,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/11\/possibilities-for-ai-powered-features-in-liferay-part-1-via-chatgpt-gemini\/","url_meta":{"origin":1541,"position":1},"title":"Possibilities for AI powered features in Liferay &#8211; Part 1 via ChatGPT &amp; Gemini","author":"Neil Harwani","date":"November 17, 2024","format":false,"excerpt":"A good list on possibilities for AI powered features in Liferay - Part 1 from GAI\/LLMs. Sharing here for everyone's benefit. Came across during talking to ChatGPT and Gemini, very good ideas - some are inbuilt, some need customizations. Possibilities are endless. ******************************** Liferay, a digital experience platform (DXP), integrates\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1065,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/05\/what-points-can-be-part-of-fair-use-disclaimer-for-generative-ai-part-1\/","url_meta":{"origin":1541,"position":2},"title":"What points can be part of fair use disclaimer for Generative AI? &#8211; Part 1","author":"Neil Harwani","date":"May 14, 2023","format":false,"excerpt":"As per me, 0.1 version (draft) for What points can be part of fair use disclaimer for Generative AI? - Part 1 would be: Reference that it was taken from GAI Prompt\/s and prompt sequence used for the solution. Which GAI system was used? Was it real time or non-real\u2026","rel":"","context":"In &quot;Generative AI&quot;","block_context":{"text":"Generative AI","link":"https:\/\/www.techandtrain.com\/blog\/category\/generative-ai\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.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\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":64,"url":"https:\/\/www.techandtrain.com\/blog\/2016\/01\/reasonably-right-decisions-humanoid-framework-for-ai\/","url_meta":{"origin":1541,"position":3},"title":"Reasonably right decisions &#8211; Humanoid framework for AI","author":"Neil Harwani","date":"January 24, 2016","format":false,"excerpt":"I have a perplexing philosophical question. Currently by using our intelligence and common sense we are able to reach reasonable security.\u00a0Buy authentic, check promoters\/owners, check architecture, feedback, surf, read, sites, notes, work, code, etc, this gets us to a reasonably right decision. But technology is exploding. Beyond a point of\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1080,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/06\/liferay-aiml-generative-ai-part-1\/","url_meta":{"origin":1541,"position":4},"title":"Liferay &amp; AIML \/ Generative AI &#8211; Part 1","author":"Neil Harwani","date":"June 16, 2023","format":false,"excerpt":"What all is possible with Liferay & AIML \/ Generative AI? - Part 1. Liferay being open source we can integrate GAI \/ AIML with Liferay for: Generating content & images in web content section Generating automated blogs, tags, categories and UIUX flows Assistant which could redirect us to relevant\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.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\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1383,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/11\/how-can-portals-commerce-have-intelligence-via-llms-gai-chatgpt-gemini-etc-part-1\/","url_meta":{"origin":1541,"position":5},"title":"How can portals &amp; commerce have intelligence via LLMs\/GAI\/ChatGPT\/Gemini\/etc. &#8211; Part 1","author":"Neil Harwani","date":"November 26, 2024","format":false,"excerpt":"Here is my solution template for having intelligence from AI\/GAI\/LLMs in Portals & Commerce - Part 1: Assumptions: Java\/PHP\/Dot Net\/SharePoint\/Liferay\/WordPress\/Drupal type of a portal and \/ or commerce Just like we have HTML - HEAD \/ BODY \/ FOOTER \/ HEADER \/ META TAGS \/ BACKEND LOGIC in Java \/\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/web.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\/2024\/11\/web.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/web.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/web.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/web.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\/1541","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=1541"}],"version-history":[{"count":1,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1541\/revisions"}],"predecessor-version":[{"id":1543,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1541\/revisions\/1543"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media\/1542"}],"wp:attachment":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media?parent=1541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/categories?post=1541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/tags?post=1541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}