{"id":96,"date":"2019-11-17T10:16:30","date_gmt":"2019-11-17T10:16:30","guid":{"rendered":"http:\/\/brianchami.com\/?page_id=96"},"modified":"2024-06-14T05:11:14","modified_gmt":"2024-06-14T05:11:14","slug":"home","status":"publish","type":"page","link":"https:\/\/brianchami.com\/","title":{"rendered":"Home"},"content":{"rendered":"\t\t
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\n\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tJump to Projects<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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\n\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tJump to Teaching & Articles<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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\n\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tGithub --><\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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About<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Researcher, DIY enthusiast, and early-stage entrepreneur, dedicated to applying a technical touch to archaic systems.<\/p>

Occasionally, I work on futuristic projects and participate in innovation competitions and hackathons, some of which have led to amazing opportunities.<\/p>

\u00a0<\/p>

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Teaching & Articles<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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\"\"<\/a><\/figure>

YouTube Series:
\nDrones + Custom Vision<\/a><\/h4>

Building Custom Vision models using data from drones to count and classify trees.  <\/span>Overview in Colab, Streamlit, and CLI.<\/b><\/span><\/font><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Medium Article:
Using Cohere\u2019s API to Summarize YouTube Videos.\n
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<\/div>Overview in Colab, Streamlit, and CLI.<\/span><\/span><\/font><\/a><\/h4><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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Projects<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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\"\"<\/a><\/figure>

UBC-Rogers 5G campus: Digital Twins in Emergency Rooms<\/a><\/h4>

Building a digital twin system at an ER. IoT + Wearables + Custom Vision + Cloud + 5G.  <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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UBC-Rogers 5G campus: Natural assets <\/a><\/h4>

Internet of Things\/Embedded ML cloud solutions In Urban Forestry over the 5G Network at the University of British Columbia. Monitoring Soil and Tree conditions on campus. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Talking Trees<\/a><\/h4>

Would Conversational AI and bots make talking to tree more natural?  <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Technology for Inclusivity<\/a><\/h4>

Using AI (custom vision on raspberry pi) to detect whether buildings are accessible to people with disabilities. Using Microsoft (CustomVision.ai) and GCP.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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\"agri<\/a><\/figure>

Agriculture: Microsoft AI for Earth<\/a><\/h4>

Hardware-AI integration to increase plant production quantity and enhance quality.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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\"car<\/a><\/figure>

Shared Mobility \u2013 Smart Parking<\/a><\/h4>

Smart parking sensors, that detect whether parked cars are EV or not, connect with EV-based car sharing app to promote reducing emissions.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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\"iot<\/a><\/figure>

Reduced ER Wait-Times \u2013 IoT In Healthtech<\/a><\/h4>

Hardware\/software integration to connect patients' wearables and medical history to assess urgency and generate reports for primary care physicians\/medical staff. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Edge AI: camera traps for the conservation of wildlife<\/a><\/h4>

Custom trained an object detection and classification model on 17 animals. The model was converted to a TFLite model to run on a RPi, along with several real-time features on Azure and a TensorFlow model running on a webapp. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Microsoft Discover AI - Microsoft Learn challenge<\/a><\/h4>

AI applications in projects related to smart cities, healthcare, government, education, etc.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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\"av<\/a><\/figure>

The Future of Mobility - Zero Collisions - Zero Emissions<\/a><\/h4>

Designs for implementations to address federal and provincial Zero-Emissions and Zero-Collisions initiatives by redesigning Canadian roads\/infrastructure to become more inclusive to autonomous vehicles. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Smart Public Parks \u2013 City Of Surrey<\/a><\/h4>

Capstone project with the City of Surrey, where we installed sensors to quantify indoor and outdoor facilities' usages patterns.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Contact Tracing - GDPR Friendly<\/a><\/h4>

Contract Tracing is instrumental to back track significant interactions throughout the day. Whether to track patients' whereabouts within a medical facility or logging \ntimestamps for construction workers, Privacy should never be a secondary concern.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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AI in Education<\/a><\/h4>


<\/div>AI application in Education (part of the Microsoft Learn Challenge). Some research applications in Text summarization (BERT), DeepFake, DNN text-to-speech, and generating multiple choice questions from content using AI.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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AI in Healthcare<\/a><\/h4>

One of many applications in integrating IoT and AI for healthcare solutions. Wearbles technology connected to a recustomized stress tracking app for frontline workers and health workers. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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\"energy<\/a><\/figure>

Energy Optimization Platform<\/a><\/h4>

Utilizing hardware-AI integration to connect and optimize energy generation, storage, and consumption patterns. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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AI in Government: incentives to popularize EVs in Canada<\/a><\/h4>

Two AI applications: Use CustomVision to custom build a classification and object detection model to detect whether a parked car is an EV or not, and sending a discount for EV drivers. \n\n\nQnA Maker to create a custom-engaging chatbot to automate FAQs for some government services related to EV rebates. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Microsoft Hackathon 2020: ML for Computational Pathology <\/a><\/h4>

Deep learning for pattern recognition, classification, and instance segmentation in Uterine Cancer pathology slides <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Machine Learning in Fashion: Classification and Image Segmentation <\/a><\/h4>

Mask RCNN and YoloV3 models used for clothing categories classification and instance segmentation of clothing articles. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Microfluidics System Design- CTC<\/a><\/h4>

Project: design a microfluidics system to detect circulating tumour cells during metastasis.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Additive Manufacturing: Single Step Fabrication Process of a MEMs Accelerometer<\/a><\/h4>

Design a single step fabrication process of a MEMs accelerometer to be fabricated using additive manufacturing (custom fused deposition modeling with around 100\u03bcm resolution). <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Tech-E Project - Supermarket Customer Behaviour Analysis<\/a><\/h4>

Tech-E is a combined capstone project among engineering and business students. Project overview of pilot implantation with a Canadian national supermarket chain.  <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Machine Learning\/Predictive Analysis for Recurring MI and CA<\/a><\/h4>

Program to estimate the probability of patients incurring or recurring myocardial infraction (MI) or cardiac arrest (CA) based on training data including patient history file and normal ECG signals.<\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Imitating Breathing and Heart Beats During CT Scans -- Auto-detect Tumours in CT Scan Images<\/a><\/h4>

Build a translucent lung\/ heart phantom that induces signal patterns similar to those of breathing and heartbeats\u2019. Use image analysis tools to detect tumors in CT scans. <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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\"EV<\/a><\/figure>

Electric Car Rebellion: Converting Conventional Car to an EV<\/a><\/h4>

Personal project to convert my brother's Honda Fit into an electric vehicle. Then install sensors to map out air quality and emissions throughout the city.  <\/span><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Thesis projects<\/a><\/h4>

An overview of some of the research projects during my studies. Microfabrication of 3D optical sensors in Silicon, and integration of different types of sensors in several applications. <\/b><\/span><\/font><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Autonomous Electric Fleet Remote Management in Public Transportation <\/a><\/h4>

IoT architectural design to remote control and monitor a fleet of autonomous shuttle busses for public transportation, with constant updates about shuttles' health (hardware analysis) in real-time.<\/b><\/span><\/font><\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Special thanks to the most amazing people I've met and worked with on exciting projects from almost every corner of the globe!!<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Jump to Projects Jump to Teaching & Articles Github –> About Researcher, DIY enthusiast, and early-stage entrepreneur, dedicated to applying a technical touch to archaic systems. Occasionally, I work on futuristic projects and participate in innovation competitions and hackathons, some of which have led to amazing opportunities. \u00a0 \u00a0 Teaching & Articles YouTube Series: Drones […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","footnotes":""},"_links":{"self":[{"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/pages\/96"}],"collection":[{"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/comments?post=96"}],"version-history":[{"count":232,"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/pages\/96\/revisions"}],"predecessor-version":[{"id":1562,"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/pages\/96\/revisions\/1562"}],"wp:attachment":[{"href":"https:\/\/brianchami.com\/index.php\/wp-json\/wp\/v2\/media?parent=96"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}