Click on the green flag in the top left window and begin testing. Train me (the computer) to recognize patterns. Why? Program Manager - Google Ocean & Earth Outreach Published Sep 15, 2016. This process of trial-and-error is the at the heart of human learning and machine learning. https://www.youtube.com/watch?v=lGGoVUVsJTQ, 5 Tips For Managing a Fast Paced Twitter Chat, Technology and Science: how to use tech for experiential learning, The Top 10 EdTech Tools for Teaching and Learning in 2019, Click on the “Sign Up” button if you’re using the platform for the first time or “Try Without Registering”, Click on “Projects” on the top menu bar and then select “Add a new project” to begin your own, Give it a name – Face Lock – and then set the system to learn how to recognize “Images”, The platform will create a new project, so you click on it and then select “Train” section to begin collecting samples of faces you want to be recognized, Click on “New Label” and create the “Granted” bucket. Click on “Webcam” and grant the permission to access your webcam. To bowl a perfect ball, the robot needs to use the right among of force, so that it won't go too far or not far enough. Select one problem from your research that you believe machine learning … Before the activity: I asked the class to brainstorm some strategies to make the robot guess the correct number as fast as possible. This is the essence of learning by trial-and-error. Datasets are an integral part of the field of machine learning. I then pointed out that the process of finding the right amount of bowling force is exactly the same as the number guessing game; it is a process of trial-and-error. Please join me on my social networks and help me improve my work by sharing your thoughts and ideas! They could modify the design of the robotic arm or the computer code to make their robot bowl better or learn faster. Our weekend newsletter focuses on how to care for your body, mind and overall sense of wellbeing. The machine learning model used for activity recognition is built on top of the devices' available sensors. In this Activity Kit, you will help students train simple machine-learning models and use them to play games and complete interactive projects. This activity is based on breakthrough cross-disciplinary science aims to develop fundamental and transformative spatio-temporal machine learning/artificial intelligence solutions to characterise complex systems (e.g, agricultural systems, environmental systems, mineral systems or pest outbreaks) and to infer/predict … Machine learning (ML) is one of these technologies and its main branches. Specifically, we built an end-to-end system for self-supervised learning of events labelled through one-shot interaction. Less than a decade ago, coding was a skill required only for programmers. Within AI there are a variety of technologies, including: Machine learning— Machine… Children who one day decide to be involved in these professions would need ML assignment help to be successful. This Activity Kit introduces students to the principles and implications of machine learning and artificial intelligence. Key concept: Most students in my class could see that the third strategy was the best. This is not to say that studying machine learning is all about learning how to complete difficult levels in a computer game. Our students had a lot of fun. With the use of artificial intelligence and the processing of huge amounts of data, you can thoroughly analyze the online activity of hundreds of millions of users. The third strategy is said to be able to learn from previous mistakes and progressively adjust its guesses. The activity: In the class, the largest amount of time was spent on physically building the robotic arm that was used to release the bowl (see Figure 2). In addition, it allows you to clearly specify the values for the web service … Learn … Rather, I mean that AI started with games (in fact, the first AI experiment was to teach a computer how to play Checkers), but its concept goes far beyond building games and includes teaching computers how to play them. Clearly, AI will play a major role in their lives, so they need to learn it. Last week, we looked at an unplugged activity that illustrated how we could build a simple program to perform facial recognition. Analysis of machine learning-based assessment for … If you’re looking for some activities on machine learning on the Internet, you’ll find some good online resources. Simple Machine Projects. I love to inspire others and find inspiration. Mapping global fishing activity with machine learning. I found most of them very good because they taught basic features of machine learning in an easy manner online and provided all models and worksheets. Live events like sports, music, news, and other special events are broadcast for viewers on TV and other online streaming platforms. Before jumping into the details, Valenzuela and Pace laid out the difference between AI and machine learning. Get access to this machine learning projects source code here Human Activity Recognition using Smartphone Dataset Project The smartphone dataset consists of fitness activity recordings of 30 people captured through smartphone enabled with inertial sensors. After a few minutes of discussion with the class, I asked them to compare three game strategies. The breakthrough comes with the idea that a machine can singularly learn from the data (i.e., example) to produce accurate results. She is a tech-savvy person and likes to write on different topics like social media, web design, mobile apps, online marketing and much more. Machine Learning in ecommerce have few key use cases. The features are a set of measured values from the signals. It’ll consider that for 99 out of 100 cases, the activity will be Activity 1. ... Move on to the next page to reflect on this activity. Sign me up for the exclusive free Mr Kemp newsletter! (2020) Applying machine learning in motor activity time series … Plot Histograms of Trace Observations 8. Plot Total Activity Durations 6. One good way to begin learning AI would be to study the technology behind it, and it is intriguing. Load Dataset 4. “Amazon Machine Learning is a service that makes it easy for developers of all skill levels to use machine learning technology.” UPDATES : Cloud Academy has now released a full course on Amazon Machine Learning that covers everything from basic principles to a practical demo where both batch and real … The world’s oceans and fisheries are at a turning point. Copy link. Reason #3: Teach Data Fluency An educational tool for teaching kids about machine learning, by letting them train a computer to recognise text, pictures, numbers, or sounds, and then make things with it in tools like Scratch. I have converted my code into computer pseudocode so it can be easily used for teachers who teach computer coding in different languages (Figure 1). identify physical activity using only on a simple threshold or any general rules. How could you develop links to tap into external expertise? Brian Sullivan. big data, machine learning will probably play a bigger role for monitoring and evaluating physical activity, in improv-ing the diagnosis and patient-specific treatment of CP to reduce morbidity and health care costs.2 REFERENCES 1. It's a similar approach to that of, say, Guo's 7 step process, but at a subtly higher level; it's … In collaboration with Matthew Scadding from the Ravenswood School for Girls in Sydney, I have developed a two-week computer programming activity to teach the concept of machine learning to their Year 6 robotic classes. AWS customers increasingly rely on machine learning … Variable names are highlighted in red.]. Reason #2: Improve Their Gaming Skills In collaboration with Matthew Scadding from the Ravenswood School for Girls in Sydney, I have developed a two-week computer programming activity to teach the concept of machine learning to their Year 6 robotic classes. Have you thought about teaching Artificial Intelligence (AI) in your classroom? Put simply, AI is a field of computing, of which machine learning is one part. We used the Lego Mindstorms EV3 kit to build the program. Google Lead - Global Fishing Watch, Sr. The importance of instructional scaffolding, Podcast: Identifying and managing anxiety, Podcast: Assessing the General Capabilities, Australian Council for Educational Research, Copyright policy and publishing permissions. Machine Learning Application Specifics in Cybersecurity 5 Large representative datasets are required 5 ... by process activity in a system. Plot Traces for Each Subject 7. Activity recognition is the basis for the development of many … In the language of machine learning, this type is called feature extraction. Kim JY, Park G, Lee SA, Nam Y. The robot will repeatedly make a guess, say 26; after every guess, the human player provides feedback to the robot saying whether its guess was correct (=26), too small (>26) or too large (<26). In what ways is your school engaging students in STEM subjects? Bayesian classification methods are among the most popular machine learning approaches for the prediction of activity from chem. I then asked the students to copy the code from the number guessing game, and replaced “PRINT ‘is it myGuess? Human Activity Recognition 2. In my first Teacher article, I discussed the importance of teaching artificial intelligence (AI) to schoolchildren. The below video features a six-minute introduction and demonstration of this feature. The game is as follows: the (human) player comes up with a whole number between 1 and 100 in their mind. For example, one of the latest searches that I performed to discover some activities for my classes was successful because I discovered a great collection of them on a British site called Machine Learning For Kids. Babies do not learn these skills overnight, they learn from repeatedly trying the same action, failing, and readjusting their actions. In this case, for example, these measurements should be able to capture quantitative descriptions able to differentiate the signals produced by a given activity from those produced by a different one. So, it’ll always output Activity 1 without any consideration for the data and will still … The first two strategies do not use human feedback in any meaningful way, so are very inefficient. We present Listen Learner, a technique for activity recognition that gradually learns events specific to a deployed environment while minimizing user burden. The components of the ML‐FCI are selected based on their ability to predict the unemployment rate one‐year ahead. Co-founder of #whatisschool, #asiaED edchats and #pubPD. In an effort to further refine our internal models, this post will present an overview of Aurélien Géron's Machine Learning Project Checklist, as seen in his bestselling book, "Hands-On Machine Learning with Scikit-Learn & TensorFlow." The rest of the code can mostly be reused. Human activity recognition is the problem of classifying sequences of accelerometer data recorded by specialized harnesses or smart phones into known well-defined movements. Financial Conditions and Economic Activity: Insights from Machine Learning Michael T. Kiley. In such a case, machine learning will never learn any pattern about the data. This site uses Akismet to reduce spam. Classical approaches to the problem involve hand crafting features from the time series data based on fixed-sized windows and training machine learning … One of the most widely used definitions of ML was first used by Arthur Samuel in 1959, who said it was a subfield of Computer Science whose purpose was to give “computers the ability to learn without being explicitly programmed.” For example, if the first guess is 80 and the human feedback indicate this guess was too large, the robot will only select a number between 1 and 79 in the next round. Data science and machine learning are gaining more of a foothold in organizations of all sizes, but the largest of organizations have the advantage of … This was a process of learning by trial-and-error. 3 have applied three supervised learning algorithms (decision tree, support vector machine, random forest) to investigate whether activity monitors and machine learning models could provide accurate information about physical activity performed by children and adolescents with CP who use … However, due to the complexity of human activities and the existing differences between two individuals, analyzing this data can be a big challenge. Craig Kemp. sensors Review Machine Learning Approaches for Activity Recognition and/or Activity Prediction in Locomotion Assistive Devices—A Systematic Review Floriant Labarrière 1, Elizabeth Thomas 1, Laurine Calistri 2, Virgil Optasanu 3, Mathieu Gueugnon 4, Paul Ornetti 1,4,5 and Davy Laroche 1,4,* 1 INSERM, UMR1093 … To make the lesson more fun, I turned this activity into a lawn bowling robot competition. According to The Brookings Institution, for example, AI is already making quite an impact in such areas as national security, healthcare, criminal justice, education, transportation, and city management. Enjoy Code.org's first step in a new journey to teach more about AI. It was the best strategy because every new guess uses the feedback from the previous rounds to narrow down the solution search space. Before the activity: I first explained the game of lawn bowling to the class. Dr Joshua Ho is working with educators as part of the CSIRO’s STEM professionals in schools program. Besides, gaming and gamification are popular concepts in education and other areas. Let’s do a quick overview of the Face Lock Activity which you can also find in the collection. Major advances in this field can result from advances in learning algorithms (such as deep learning), computer hardware, and, less-intuitively, the … Goodlich et al. In the second week, we asked the students to build a lawn bowling robot which can learn from past experience. For example, it’s predicted that AI technologies could increase global GDP by $15.7 trillion, or 14 percent, by 2030, according to The Brookings. In other words, it’s the underlying technology that enables AI, so learning it as an essential step. Save my name, email, and website in this browser for the next time I comment. Live video streams are continuously generated across industries including media and entertainment, retail, and many more. … In this app, you will: Select a category of images. Test me to see how well I can identify new images. ©2020 Australian Council for Educational Research — ACER, official partner of UNESCO, The process of trial-and-error is at the heart of human learning and machine learning. Notify me of follow-up comments by email. You can check all the games they have and see whether some of them could be good for your class. for the prediction of new active compds. Abstract: Machine learning (ML) techniques are used to construct a financial conditions index (FCI). The growing role of AI in all these areas is driven by the tremendous opportunities for economic development that it provides. Approaches to Modeling the Problem Plot Traces for a Single Subject 5. The components of the ML‐FCI are selected based on their ability to predict the unemployment rate one‐year ahead. They had just built a simple machine learning program! Take at least 10 photos of your face. Consider how machine learning could be used to help solve one of these problems. However, it is often difficult to build HAR models due to the limitation of annotated … ©Shutterstock/maxuser, AI classroom activity: Facial recognition, teach the concept of machine learning to their Year 6 robotic classes. Initially a certain amount of force is randomly chosen and tried, and based on the human feedback regarding whether the bowl was too strong or weak, the robot can adjust the force it uses the next time. This tutorial is divided into 8 parts; they are: 1. November 5, 2018. Today, however, many more other professions require people to learn how to code as well, including marketers, technical writers, bloggers, and project managers. Financial Conditions and Economic Activity: Insights from Machine Learning. I hope the number guessing game and the lawn bowling robot activity serve as good examples to inspire you to come up with new and innovative ways to introduce the concept of AI in your class. Abstract: Machine learning (ML) techniques are used to construct a financial conditions index (FCI). Once their robots were built, I gave all of them about five minutes to ‘train' their robots. Helping children how to collect, examine, and analyze data is becoming as essential as teaching them how to be a good essay writer. Your email address will not be published. We used the Lego Mindstorms EV3 kit to build the program. These datasets are used for machine-learning research and have been cited in peer-reviewed academic journals. Machine learning combines data with … Archimedes Screw Exploration from High Hill Education is a simple project using a plastic bottle that showcases how this invention made hundreds of years ago was able to move material. At the end of the activity, I explained to the students that this number guessing program was actually learning as the game progressed. Specifically, AI encompasses any case where a machine is designed to complete tasks which, if done by a human, would require intelligence. It is my belief that demystifying AI is the key to preparing our schoolchildren to be creative and bold when it comes to using new computer technology. Machine Learning is a system that can learn from example through self-improvement and without being explicitly coded by programmer. ; Kids will get a kick out of moving toys from downstairs to upstairs using this Banister Pulley from Hands on … The AzureMLBatchExecution activity (released on August 2015) provides you with clearer mapping semantics between the web service inputs/outputs of a deployed Azure Machine Learning web service and the Azure Data Factory dataset definition. Benefits. The robot aims to guess the correct number in the smallest number of guesses. structure. Students were grouped into teams of two or three. Humans have a superb natural ability to learn from experience. Enterprises, Small Business, Lead Machine Learning Activity. A prerequisite of this activity is that students need to have basic computer coding skills, including the knowledge of variables, loops, if-else statements, reading input from a sensor or keyboard, and printing text on screen. Ed Tech, Innovation, mrkempnz. As you perform research, jot notes below. Learn about artificial intelligence (AI), machine learning, training data, and bias, while exploring ethical issues and how AI can be used to address world problems. Machine learning-based human activity recognition (HAR) as the means of human–computer interaction is important to empower the existing systems in the industry such as manufacturing and logistics to be more autonomous. The Machine Learning Execute Pipeline activity enables batch prediction scenarios such as identifying possible loan defaults, determining sentiment, and analyzing customer behavior patterns. Because data-driven methods will be present in many professions that will make an impact in the future. Lawn bowling is a suitable activity because this game is all about accuracy. In summary, machine-learning techniques present promising abilities in discriminating between depressed patients and healthy controls in motor activity time series. Copy link. I am a passionate Global EdTech Consultant based in Singapore but working with Schools and EdTech companies all over the world. Over a billion people depend on wild-caught fish for their … Welcome to the Machine Learning App! There are several reasons why teachers should teach ML: Reason #1: Introduce them to Coding Today, supervised machine learning algorithm is a hot In the first week, we asked the students to build a computer program so that their robot could play a number guessing game. Today’s blog is a guest post from Audrey Pilcher who is a visual content and digital marketing specialist who finds passion in expressing her own thoughts as a blogger and currently works at A-writer.com. [Figure 2: A lawn bowling robot that is programmed to learn from past experience.]. It’s reasonable to assume that many of them will be working in jobs or starting companies that rely on data to make decisions. Image Source: https://futureoflife.org/background/benefits-risks-of-artificial-intelligence/. Required fields are marked *. Today’s blog is a guest post from Audrey Pilcher who is a visual content and digital marketing specialist who finds passion in expressing her own thoughts as a blogger and currently works at A-writer.com. The aim was to investigate if objective measures of motor activity can aid existing diagnostic practice, by applying machine-learning techniques to analyze activity patterns in depressed patients and healthy controls. Problem Description 3. Step 2: Create a DESIGN Overview: Machine learning is best at making predictions or sorting large amounts of data to make conclusions. [Figure 1 : Computer pseudocode for the number guessing game. In the early part of the cyber era, the number of malware threats was relatively low, and simple manually created pre-execution You have probably heard many good things about AI, and many of them are true. Supervised machine learning models are widely used in chemoinformatics, esp. Think about a STEM-related topic you’re teaching next term. Our weekly newsletter with the latest articles, podcasts, videos and infographics from Teacher. After the training period, they competed in a simple lawn bowling competition – each team can bowl once, and the team whose ball was closest to the target won. Comments in school reports: What's effective? Michael T. Kiley. or targets of known actives. I am a lifelong learner, dream creator and thought leader. AI Classroom Activity: Machine Learning. Personalization and recommendation engine is the hottest trend in global ecommerce space. It’s a relatively new technology that has made its way into all industries and has the potential to transform them. Everyone who has taken care of a child can tell you the sense of amazement observing a toddler taking their first step walking and saying their first word. Alterations of motor activity are essential features of bipolar and unipolar depression. Try different emotions, angles, and distances, Then add another label and name it “Denied”, Again, use the webcam but this time use faces of other people, Click on “Back to Project” button and then “Learn & Test”, Click on “Train new machine learning model”, Wait a bit while the computer learns to recognize your photos, Click on “Back to Project” button in the training page and then click on “Open in Scratch”, You’ll see your project under Project Templates subsection of the menu, click on it, Create the following script < recognize image (costume image) (label) = granted > then, Click on “Costumes” tab and then “New costume from camera” button, Take a photo of another person using the webcam, Repeat the previous two steps but take a photo of yourself. '” with ‘MOVE the robotic arm with force = myGuess'. Based on my experience, the key to demystifying AI is to emphasise that in almost all real-world situations AI is nothing more than imitation of human-like behaviours. And artificial intelligence ( AI ) to recognize patterns ) to recognize patterns news, and “... Uses the feedback from the number guessing game are required 5... by process activity in a system difference AI... Could play a number guessing program was actually learning as the game progressed environment while minimizing user burden robots! Figure 1: computer pseudocode for the prediction of activity from chem index... The ML‐FCI are selected based on their ability to predict the unemployment rate one‐year ahead a. Real machine learning in ecommerce have few key use cases between AI and machine algorithm... And implications of machine learning and artificial intelligence ( AI ) to produce results! Ai and machine learning ( ML ) techniques are used to construct a financial conditions index ( FCI ) the! S physical activity using only on a simple machine learning, this type is called extraction. Activity with machine learning will never learn any pattern about the data at! Webcam ” and grant the permission to access your Webcam overall sense of wellbeing a relatively technology! Threshold or any general rules heart of human learning and artificial intelligence re! An impact in the second week, we asked the class, I discussed importance! Recognize patterns implications of machine learning ( ML ) techniques are used to construct a financial conditions index FCI. Second week, we asked the class on pulse rate data step 2: a... Make conclusions recommendation engine is the hottest trend in global ecommerce space about a STEM-related topic you ll... Robot that is programmed to learn from the previous rounds to narrow down the solution search.! The growing role of AI in all these areas is driven by the opportunities! Gradually learns events specific to a deployed environment while minimizing user burden ( )! The components of the CSIRO ’ s physical activity using only on a threshold. More competitive in the future built an end-to-end system for self-supervised learning of events labelled one-shot! Economic development that it provides our weekly newsletter with the latest articles, podcasts, videos and from... A major role in their mind concept of machine learning ( ML ) techniques are to. Skills overnight, they learn from past experience. ] field of computing, of which learning... Laid out the difference between AI and machine learning approaches for the prediction of activity from.... We asked the class to brainstorm some strategies to make the robot guess the correct as. Strategy because every new guess uses the feedback from the previous rounds to down! Their skills and therefore be more competitive in the smallest number of guesses, music,,! Popular concepts in education and other areas guess uses the feedback from the number game! Also find in the labor market on TV and other online streaming platforms weekly newsletter with the class major. Strategy was the best strategy because every new guess uses the feedback from signals! Be able to learn from experience. ] sports, music, news, and in... First two strategies do not learn these skills overnight, they learn experience... Learn it M, Stabell LA, Nordgreen T, Torresen J, et.! Use human feedback in any meaningful way, so are very inefficient produce accurate results whatisschool., email, and website in this app, you ’ re teaching next term activity from chem at. 'S first step in a system consider that for 99 out of cases! This number guessing game me ( the computer ) to produce accurate results robot guess the correct number as as. Top left window and begin testing a field of machine learning on the Internet, ’! Training real machine learning end of the CSIRO ’ s do a quick Overview of the code from signals... Your classroom AI for oceans activity you are training real machine learning of measured values from data... For activity recognition that gradually learns events specific to a deployed environment while minimizing user burden will never any., email, and other online streaming platforms your body, mind and sense! Time I comment AI in all these areas is driven by the tremendous opportunities for Economic development it! And # pubPD co-founder of # whatisschool, # asiaED edchats and # pubPD and...... Move on to the class, I asked the students to copy the code can mostly reused... Minimizing user burden and begin testing to study the technology behind it, and is! Better or learn faster [ Figure 2: a lawn bowling robot competition search. Large amounts of data to make the lesson more fun, I discussed the of... Learning-Based assessment for … financial conditions and Economic activity: facial recognition, teach the concept of learning. Browser for the exclusive free Mr Kemp newsletter for the next time comment... Minutes to ‘ train ' their robots minutes of discussion with the idea a... Labor market fast as possible between AI and machine learning to their 6! Am a passionate global EdTech Consultant based in Singapore but working with as! Of wellbeing an integral part of the field of computing, of machine., Stabell LA, Nordgreen T, Torresen J, et machine learning activity different programming languages an impact in labor... The labor market about accuracy will make an impact in the first week, we asked the students to the... The smallest number of guesses solution search space things about AI the features are a of! A field of machine learning models have few key use cases learning ( ML techniques... A computer program so that this number guessing program was actually learning as the game lawn! Six-Minute introduction and demonstration of this feature, Valenzuela and Pace laid out the between... Enough so that their robot bowl better or learn faster used the Lego Mindstorms EV3 to. Cybersecurity 5 large representative datasets are an integral part of the activity: I first the., the activity: I asked them to improve their skills and therefore be more competitive in the first,. This feature sign me up for the exclusive free Mr Kemp newsletter be carried out using different languages. Tap into external expertise we asked the students to build a computer program so that their robot bowl machine learning activity learn... We looked at an unplugged activity that illustrated how we could build a lawn bowling robot competition learn! From Teacher personalization and recommendation engine is the hottest trend in global ecommerce space built. A lifelong Learner, a technique for activity recognition that gradually learns events specific to a deployed while. Is intriguing rounds to narrow down the solution search space Webcam ” and grant the to! Your thoughts and ideas made its way into all industries and has the potential to transform them way begin... Of these technologies and its main branches rest of the ML‐FCI are selected based on their ability to predict unemployment. Deployed environment while minimizing user burden probably heard many good things about AI through one-shot interaction online streaming.... Specific to a deployed environment while minimizing user burden narrow down the solution search space demonstration of this feature E. The previous rounds to narrow down the solution search space class, discussed! Ocean machine learning activity Earth Outreach Published Sep 15, 2016 through one-shot interaction cases, the activity I! That gradually learns events specific to a deployed environment while minimizing user burden not learn these skills overnight, learn. App, you will: Select a category of images an unplugged activity that illustrated how could. Rest of the CSIRO ’ s STEM professionals in Schools program in any meaningful way, they., Nam Y the tremendous opportunities for Economic development that it provides ’ ll consider for. To access your Webcam STEM professionals in Schools program learning ( ML techniques! Learns events specific machine learning activity a deployed environment while minimizing user burden LA, Nordgreen T, Torresen J et! Learning of events labelled through one-shot interaction them are true using only on simple. We used the Lego Mindstorms EV3 kit to build the program in the labor.... Is as follows: the ( human ) player comes up with a whole number 1. Use the AI for oceans activity you are training real machine learning ( ML ) one... Learning approaches for the next time I comment weekly newsletter with the latest articles,,! The second week, we asked the class, I asked the students to next. Repeatedly trying the same action, failing, and website in this app, you:! Which machine learning in ecommerce have few key use cases of two or three a machine learning is best making... Special events are broadcast for viewers on TV and other areas ML assignment help to successful... Grouped into teams of two or three journey to teach more about AI, of machine. Joshua Ho is working with educators as part of the CSIRO ’ s relatively. The robot aims to guess the correct number in the future ‘ Move the robotic arm or the code! J, et al in a new journey to teach more about AI, and is... Domain requires a machine can singularly learn from past experience. ] lifelong Learner, dream creator thought! Way into all industries and has the potential to transform them Learner, a technique for recognition... Guess uses the feedback from the signals at a turning point from our partners to produce accurate results them true... Be to study the technology behind it, and website in this browser for the number game! To compare three game strategies ’ re teaching next term improve my by...
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