{"id":43794,"date":"2021-02-28T20:02:42","date_gmt":"2021-02-28T20:02:42","guid":{"rendered":"https:\/\/www.irap.org\/?p=43794"},"modified":"2021-10-12T01:53:32","modified_gmt":"2021-10-12T00:53:32","slug":"irap-volunteer-reflects-i-grew-10x-while-making-friends-from-around-the-world","status":"publish","type":"post","link":"https:\/\/irap.org\/nl\/2021\/02\/irap-volunteer-reflects-i-grew-10x-while-making-friends-from-around-the-world\/","title":{"rendered":"iRAP-vrijwilliger reflecteert: Ik ben 10x gegroeid terwijl ik vrienden van over de hele wereld heb gemaakt"},"content":{"rendered":"

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\u201cIncredible change happens in your life when you decide to take control of what you have power over instead of craving control over what you don\u2019t.<\/em>\u201d \u2014 Steve Maraboli<\/h2>\n

[\/et_pb_text][et_pb_text admin_label=”Text” _builder_version=”4.6.6″ _module_preset=”default”]<\/p>\n

Rutuja Kawade, an ML Engineer at Omdena | AI for Social Good reflects to medium.com<\/a> on her experience working on the iRAP Omdena Challenge<\/a> in recent months: From data collection to EDA, to labeling, to building sophisticated ML models for assessing road safety (with some of the world\u00b4s finest data scientists, data engineers, and ML experts):<\/strong><\/p>\n

The innovative iRAP Omdena Challenge<\/a> occurred over 8 weeks from November 2020 and crowdsourced over 50 AI and machine learning engineers to find a solution for the accelerated and intelligent collection and coding of road attribute data (AiRAP<\/a>) to save lives.<\/p>\n

Being an undergraduate student, managing academics with some extra co-curricular activities has always been challenging to me. I had always tried to make the most out of my leisure time. This lockdown was no exception. From Learning and Exploring Machine Learning to getting selected as a Junior ML Engineer on a Computer Vision Project at Omdena to rising to Machine Learning Engineer by the end of two months was super noteworthy.<\/p>\n

Saving Lives Together<\/strong>
The last two months couldn\u2019t have been more productive than collaborating on a road safety project with a moto of #savinglivestogether and working with some of the finest ML engineers across the globe. I am delighted to have completed the AI for road safety project by Omdena<\/a> in collaboration with iRAP<\/a>. The project started in mid-November 2020 with 50 changemakers all across the globe. 50 #AI changemakers from 24 countries (33% women) unite to kick off the RoadSafety Challenge with iRAP.<\/p>\n

The problem statement was Preventing Road Crashes and Saving Lives. The challenge itself fascinated me a lot so I was eager to get things started.<\/p>\n

Our problem was to map the crash risk on every road on earth for each type of road user; identify the infrastructure design, speed, and volume features that influence that risk, and produce the data regularly to drive visibility, accountability, action, and performance tracking.<\/p>\n

[\/et_pb_text][et_pb_image src=”https:\/\/irap.org\/wp-content\/uploads\/2021\/02\/Lidar-image-of-Road-TomTom-Dataset.jpeg” title_text=”Lidar image of Road – TomTom Dataset” align=”center” _builder_version=”4.6.6″ _module_preset=”default”][\/et_pb_image][et_pb_text _builder_version=”4.6.6″ _module_preset=”default”]<\/p>\n

LiDAR image of Road (Source: TomTom Dataset)<\/em><\/p>\n

The project focused on the analysis of data and its possibilities, road feature extraction from existing data, producing Risk Maps<\/a> of the historical crashes, crashes travelled for each road user, map the safety performance and deal with Star Rating<\/a> as per iRAP standards. My work involved building object detection models with YOLO v3, open CV, Resnet, and COCO.<\/p>\n

From Collecting the Data to Labelling<\/strong>
I had to deal with the accuracy of each of them and how we can optimize it to make it fit our data properly. I also worked with panoramic images from the TomTom<\/a> dataset. TomTom Historical Traffic Stats is a self-service product that analyzes historical location data and provides traffic insights on speed, travel time, and sample size on the road network. It basically contained all the real-world images of road and traffic.<\/p>\n

One of the images is added here. We chose this dataset because it had LiDAR (Light Detection and Ranging) as well as panoramic images which helped us analyze the road features and get comfortable with various aspects of the road which iRAP takes into consideration. The TomTom dataset was unlabelled and our team labelled it according to the iRAP standards with around 3,964 images (10.9 GB). It included Panoramic images for ESP (Spain Road Images) and MEX (Mexico Road Images).<\/p>\n

 <\/p>\n

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Panoramic Image (Source: TomTom Dataset)<\/em><\/p>\n

The first and the foremost challenge with TomTom data for me was dealing with and handling the big data using Amazon S3, which I hadn\u2019t done before. I received good community support as and when stuck with any issue like this. The best thing was some of the other collaborators were active on slack at any point of the day whom I could reach out to.<\/p>\n

I, along with the team, annotated the images manually, and we used a labeling tool (labelImg). We completed annotating nearly 2K images captured by TomTom. Also, I had an opportunity to work on the pipeline of the project using Spell ML.<\/p>\n

Spell ML is a platform for building and managing machine learning projects. It is generally used for pipelining machine learning projects. Our team used this software for pipelining the work of every individual or small group to make it onto the whole final piece.<\/p>\n

[\/et_pb_text][et_pb_image src=”https:\/\/irap.org\/wp-content\/uploads\/2021\/02\/Labelling-panoramic-images-using-Labellmg-software.png” title_text=”Labelling panoramic images using Labellmg software” align=”center” _builder_version=”4.6.6″ _module_preset=”default”][\/et_pb_image][et_pb_text _builder_version=”4.6.6″ _module_preset=”default”]<\/p>\n

Labeling the Panoramic images using LabelImg software<\/em><\/p>\n

The Community, the Help, and the Sprint Calls<\/strong>
We did also have a few code sprints and data sprints where all collaborators working on the same part were having an interactive session with doubts solving, helping each other, and indeed building a community.<\/p>\n

I would especially like to mention the annotation sprint, where all the collaborators involved in this task joined in and discussed labeling, the software used for annotating images. We divided the images amongst ourselves and continued annotating those. This sprint lasted almost 8\u201310 hours, where everyone was free to join and leave as per their timezone. We also had several other meetings where everyone shared their status of work, their doubts, and difficulties faced at any point in time, and helped each other with their fullest knowledge.<\/p>\n

It is rightly said by Helen Keller: <\/strong>\u201cAlone, we can do so little; together, we can do so much.\u201d<\/strong><\/h2>\n

I had a great learning and working experience with all the amazing changemakers who put their entire efforts to get this done. Apart from my technical skills, I greatly enhanced my communication skills. I got to meet many new and extraordinary data scientists around the world, and I genuinely think that making friends working together is an achievement for me.<\/p>\n

The Omdena community was the best thing I could have ever asked for. I got to communicate with many changemakers, where I learned and explored different things that couldn\u2019t have been possible without the community support. Learning from each other\u2019s experience, and knowledge is the most crucial factor when it comes to team building. The best thing was all the collaborators shared their experience and knowledge, very firmly and positively about any particular task. The project had such diverse people from different regions across the world but all were united as a team.<\/p>\n

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Concluding, I would say I really enjoyed being part of this team and understood that community building is as much important as learning technical things, to make the teamwork successful!<\/p>\n

#community #aiforgood #roadsafety #computervision #savinglivestogether #3starsorbetter<\/strong><\/h2>\n

 <\/p>\n

Our sincere thanks to Rutuja and the iRAP Omdena Challenge team! Join future Omdena projects here.<\/a><\/p>\n

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\u201cIncredible change happens in your life when you decide to take control of what you have power over instead of craving control over what you don\u2019t.\u201d \u2014 Steve MaraboliRutuja Kawade, […]<\/p>\n","protected":false},"author":9,"featured_media":43800,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"

\u201cIncredible change happens in your life when you decide to take control of what you have power over instead of craving control over what you don\u2019t.<\/em>\u201d \u2014 Steve Maraboli<\/p>","_et_gb_content_width":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"footnotes":""},"categories":[624,24],"tags":[480,354,353,481,355,387],"class_list":["post-43794","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-airap","category-news","tag-ai","tag-ai-rap","tag-airap","tag-machine-learning","tag-omdena","tag-volunteer"],"yoast_head":"\niRAP volunteer reflects: I grew 10X while making friends from around the world - 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