{"title":"ARQS Tutorials \u0026 Masterclasses","description":"\u003ch2\u003eTutorial Catalogue\u003c\/h2\u003e\u003cp\u003eFocused tutorials and masterclasses for practical skills.\u003c\/p\u003e\u003cp\u003e\u003ca href=\"https:\/\/www.arqs.ca\/academy\/tutorials\"\u003eBrowse the tutorial catalogue\u003c\/a\u003e · \u003ca href=\"https:\/\/www.arqs.ca\/academy\/catalog\/all\"\u003eCourse catalogue\u003c\/a\u003e · \u003ca href=\"https:\/\/www.arqs.ca\/academy\/calendar\/study\"\u003eLearning calendar\u003c\/a\u003e\u003c\/p\u003e","products":[{"product_id":"the-ultimate-guide-to-starting-a-sustainable-indoor-urban-jungle-1","title":"The Ultimate Guide to Starting a Sustainable Indoor Urban Jungle","description":"\u003cp\u003e\u003cstrong\u003eARQS Online Tutorial\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eA practical beginner-friendly tutorial for building and maintaining an indoor plant collection. Learn how to assess indoor light, choose resilient starter plants, select containers and potting media, water by soil condition rather than a rigid schedule, fertilize during active growth, troubleshoot common symptoms, and propagate selected houseplants.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eTopics include:\u003c\/strong\u003e light mapping, humidity and temperature, beginner plant selection, drainage and potting media, watering, fertilizing, leaf care, troubleshooting, pest awareness and propagation.\u003c\/p\u003e\u003cp\u003e\u003cem\u003eEducational gardening content. Plant requirements vary by species and environment; always follow product labels when using fertilizers or pest-control products.\u003c\/em\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"ARQS","offers":[{"title":"Digital Tutorial","offer_id":56422701334833,"sku":"ARQS-TUT-URBANJUNGLE-001","price":19.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/arqs-indoor-urban-jungle.jpg?v=1790145358"},{"product_id":"no-code-website-app-development","title":"No-Code Website \u0026 App Development","description":"\u003cp\u003e\u003cstrong\u003eARQS Online Tutorial\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eBuild practical websites, membership experiences and app prototypes with modern no-code tools. Covers platform selection, data structure, UI\/UX fundamentals, automation and launch. Tool capabilities and pricing can change, so learners should verify current vendor documentation.\u003c\/p\u003e\u003cp\u003eStructured as a self-directed digital learning product with practical modules and action-oriented guidance.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"ARQS","offers":[{"title":"Digital Tutorial","offer_id":56422701629745,"sku":"ARQS-TUT-NOCODE-001","price":19.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/arqs-digital-systems.jpg?v=1790145244"},{"product_id":"foundations-of-artificial-intelligence-from-logic-to-learning","title":"Foundations of Artificial Intelligence: From Logic to Learning","description":"\u003cp\u003e\u003cstrong\u003eARQS Technology Deep-Dive Tutorial\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eHistory of AI, symbolic AI versus machine learning, algorithms, supervised and unsupervised learning, expert systems, neural networks and the Turing Test.\u003c\/p\u003e\u003cp\u003eDesigned for educators, students and independent learners. Includes concept explanations, learning objectives, discussion prompts, hands-on activity ideas and project-based learning direction.\u003c\/p\u003e\u003cp\u003eEducational material only. Technology, regulatory and security topics should be reviewed against current authoritative sources where applicable.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"ARQS","offers":[{"title":"Digital Tutorial","offer_id":56423181648177,"sku":"ARQS-TUT-AIFOUND-001","price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/foundations-of-artificial-intelligence-from-logic-to-learning.jpg?v=1792161181"},{"product_id":"neural-networks-deep-learning-how-machines-learn","title":"Neural Networks \u0026 Deep Learning: How Machines Learn","description":"\u003cp\u003e\u003cstrong\u003eARQS Technology Deep-Dive Tutorial\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003ePerceptrons, hidden layers, activation functions, weights, biases, backpropagation, loss functions and CNNs.\u003c\/p\u003e\u003cp\u003eDesigned for educators, students and independent learners. Includes concept explanations, learning objectives, discussion prompts, hands-on activity ideas and project-based learning direction.\u003c\/p\u003e\u003cp\u003eEducational material only. Technology, regulatory and security topics should be reviewed against current authoritative sources where applicable.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"ARQS","offers":[{"title":"Digital Tutorial","offer_id":56423181812017,"sku":"ARQS-TUT-DEEPLEARN-001","price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/neural-networks-deep-learning-how-machines-learn.jpg?v=1792161182"},{"product_id":"aicl-101-computational-logic-python-control-flow","title":"AICL 101 — Computational Logic \u0026 Python Control Flow","description":"\u003cp\u003eBuild reliable Python control flow for engineering and data workflows while learning how to reason about performance, memory and failure states.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAI Cloud tutorial provenance:\u003c\/strong\u003e AICL 101. Delivered through the AI Academy at Northline Technology Institute as a professional tutorial.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eInside the course:\u003c\/strong\u003e Boolean logic and decision design; defensive branching and exception handling; loops, iterators and single-pass processing; Python object and memory behavior; Big O analysis; the 10,000-row O(N) building-log compliance challenge; testing and profiling; and a 20-question final examination.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eStudy package:\u003c\/strong\u003e 8 protected sections · approximately 10 hours of guided study and lab work · mastery checkpoints · applied Python challenge · final exam.\u003c\/p\u003e\u003cp\u003eThis tutorial does not by itself confer Northline semester credit, professional licensure or external accreditation. Real-world building-code conclusions require the correct jurisdiction, code edition and qualified professional review.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"Northline Technology Institute \/ ARQS","offers":[{"title":"Course Enrollment","offer_id":56621181501745,"sku":"AICL-101","price":99.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/aicl-101-computational-logic-python-control-flow.jpg?v=1792134325"},{"product_id":"aicl-102-mathematical-foundations-of-machine-learning","title":"AICL 102 — Mathematical Foundations of Machine Learning","description":"\u003cp\u003eBuild the mathematical intuition needed to understand modern machine learning: vectors, matrices, dot products, cosine similarity, probability, gradients, embeddings and model sampling behavior.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAI Cloud tutorial provenance:\u003c\/strong\u003e AICL 102. Delivered through the AI Academy at Northline Technology Institute as a professional tutorial.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eInside the course:\u003c\/strong\u003e vector and matrix operations; shape reasoning; cosine similarity; probability distributions and threshold decisions; gradient intuition; semantic embeddings; a manual similarity-and-threshold lab; and a 20-question final examination.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eStudy package:\u003c\/strong\u003e 8 protected sections · approximately 10 hours of guided study and lab work · mastery checkpoints · mathematical derivations · Python verification · final exam.\u003c\/p\u003e\u003cp\u003eThis tutorial does not by itself confer Northline semester credit, professional licensure or external accreditation. Numerical similarity and model scores support analysis but do not replace authoritative engineering interpretation or qualified review.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"Northline Technology Institute \/ ARQS","offers":[{"title":"Course Enrollment","offer_id":56621198246193,"sku":"AICL-102","price":99.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/aicl-102-mathematical-foundations-of-machine-learning.jpg?v=1792134325"},{"product_id":"aicl-103-information-theory-tokenization","title":"AICL 103 — Information Theory \u0026 Tokenization","description":"\u003cp\u003eUnderstand how language models turn technical language into tokens, why segmentation affects context budgets and engineering vocabulary, and how BPE-style tokenization works from first principles.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAI Cloud tutorial provenance:\u003c\/strong\u003e AICL 103. Delivered through the AI Academy at Northline Technology Institute as a professional tutorial.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eInside the course:\u003c\/strong\u003e information entropy and compression intuition; byte and subword tokenization; BPE merge logic; technical-vocabulary segmentation; context-window budgeting; implementing a compact BPE tokenizer for structural-engineering terms; evaluation and failure modes; and a 20-question final examination.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eStudy package:\u003c\/strong\u003e 8 protected sections · approximately 10 hours of guided study and lab work · tokenizer implementation challenge · mastery checkpoints · final exam.\u003c\/p\u003e\u003cp\u003eModern subword tokenizers usually avoid a literal unknown-word token by splitting unfamiliar terms into smaller pieces; this course therefore treats technical vocabulary primarily as a segmentation and efficiency problem rather than an absolute out-of-vocabulary failure.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"Northline Technology Institute \/ ARQS","offers":[{"title":"Course Enrollment","offer_id":56631714087217,"sku":"AICL-103","price":99.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/aicl-103-information-theory-tokenization_93a25255-cf9d-4863-a854-1a7ca2608d43.jpg?v=1792131615"},{"product_id":"aicl-104-regulatory-informatics-unstructured-data","title":"AICL 104 — Regulatory Informatics \u0026 Unstructured Data","description":"\u003cp\u003eTurn difficult technical documents into structured, searchable data that AI systems can use responsibly. Learn practical methods for extracting, cleaning and tagging legacy engineering text.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAI Cloud tutorial provenance:\u003c\/strong\u003e AICL 104. Delivered through the AI Academy at Northline Technology Institute as a professional tutorial.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eInside the course:\u003c\/strong\u003e regular expressions and pattern design; cleaning PDF-extracted text; document chunking; metadata tagging; converting legacy technical material to structured Markdown and JSON; confidence checks and provenance; a 50-page extraction exercise; and a 20-question final examination.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eStudy package:\u003c\/strong\u003e 8 protected sections · approximately 10 hours of guided study and lab work · document-processing challenge · mastery checkpoints · final exam.\u003c\/p\u003e\u003cp\u003eAutomated extraction supports document analysis but does not replace authoritative interpretation or qualified professional review.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eDelivery:\u003c\/strong\u003e This is a digital product, delivered by email, download link or account access within 72 hours of purchase. Any question or resolution will be sorted within 72 hours.\u003c\/p\u003e\u003cp\u003eDelivered within 72 hours of purchase. If we can't deliver within 72 hours, you'll receive a full refund.\u003c\/p\u003e","brand":"Northline Technology Institute \/ ARQS","offers":[{"title":"Course Enrollment","offer_id":56631719821617,"sku":"AICL-104","price":99.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1007\/9502\/3665\/files\/aicl-104-regulatory-informatics-unstructured-data_01c04f31-ec65-46ea-8802-1a223093f104.jpg?v=1792134325"}],"url":"https:\/\/arqs-store.myshopify.com\/collections\/arqs-tutorials-masterclasses.oembed","provider":"Ackerman.ca Store","version":"1.0","type":"link"}