{"id":36204,"date":"2020-04-03T19:12:57","date_gmt":"2020-04-03T11:12:57","guid":{"rendered":"https:\/\/shopee.sg\/blog\/?p=36204"},"modified":"2021-02-09T18:15:12","modified_gmt":"2021-02-09T10:15:12","slug":"career-intern-insider-shopee-singapore-jeff-chen","status":"publish","type":"post","link":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/","title":{"rendered":"Intern Insider @ Shopee Singapore: Jeff Chen"},"content":{"rendered":"<p><!--[CDATA[\n\n\n<p style=\"text-align: center\"--><i><span style=\"font-weight: 400\">Jeff is a Computer Science and Business <\/span><\/i><i><span style=\"font-weight: 400\">junior at the University of Southern California and current intern in Shopee Singapore\u2019s Data Science team.&nbsp;<\/span><\/i><i><span style=\"font-weight: 400\">Since joining Shopee in December 2019, he has worked on several projects relating to machine learning and prediction, honed his skills in handling big data and data modelling as well as improved the way Marketing Science is done at Shopee.<\/span><\/i><\/p>\n<p>&nbsp;<br \/>\n<span style=\"font-weight: 400\">Are you a student looking to spend your holidays productively? Ever wondered how it\u2019s like to intern at Shopee? Well, you\u2019re in luck! We managed to speak to Jeff Chen, a current Data Science intern in Shopee Singapore, and he shared about his experience at Shopee and tips on snagging the role.&nbsp;<\/span><br \/>\n<span style=\"font-weight: 400\">Here\u2019s how my conversation with Jeff goes!<\/span><\/p>\n<h3 style=\"text-align: left\"><b>What made you join Shopee?<\/b><\/h3>\n<p><span style=\"font-weight: 400\">Breaking into the Artificial Intelligence \/ Machine Learning \/ Data Science field is really tough, especially as an undergraduate. Most job openings in this field are reserved for either Masters or PhD students who already have the mathematical maturity or experience with such technologies either through the curriculum or their own research projects. I wanted to see whether it\u2019s possible to bypass these professional qualifications and prove that landing a job in this field was possible as long as I could demonstrate my skills.<\/span><br \/>\n<span style=\"font-weight: 400\">Luckily for me, a Data Science intern position in the Marketing Science department opened up at Shopee Singapore, and the job scope aligned closely with a personal project that I had been working on over the past few months!<\/span><\/p>\n<h3><b>What is your role at Shopee?<\/b><\/h3>\n<p><span style=\"font-weight: 400\">My role here varies, but my main scope in the Marketing Science team is to improve the Shopee App\u2019s churn prediction model. To put it simply, we find out when Shopee users don\u2019t buy from shops anymore and figure out ways to cater to them. On top of that, the majority of my time here has been spent on generating new features that we can use for the existing models! I also get a chance to engineer my own models to potentially improve the overall performance.<\/span><br \/>\n<span style=\"font-weight: 400\">Apart from this, I also handle various ad-hoc tasks such as explaining the prediction of the current model to our stakeholders and building dashboards to visualise the model\u2019s performance over time. The former involves asking questions such as: why does our model predict that this user won\u2019t buy from shops anymore &#8211; is it because they\u2019ve been inactive recently, or is it because there\u2019s a special pattern in their purchasing behaviour? <\/span><br \/>\n<img decoding=\"async\" class=\"aligncenter wp-image-36206 size-full\" src=\"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work.jpg\" alt=\"\" width=\"1200\" height=\"1600\" srcset=\"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work.jpg 1200w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work-225x300.jpg 225w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work-768x1024.jpg 768w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work-1152x1536.jpg 1152w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work-696x928.jpg 696w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work-1068x1424.jpg 1068w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/jeff_work-315x420.jpg 315w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: center\"><i><span style=\"font-weight: 400\">A serious-looking Jeff hotdesking in the Shopee Cafe.<\/span><\/i><\/p>\n<h3><b>What are some highlights of your internship journey?<\/b><\/h3>\n<p><span style=\"font-weight: 400\">The ice cream in the fridge! No kidding, haha. I also really enjoy the freedom that I get throughout this internship. On top of the cool office and awesome perks that Shopee gives,&nbsp; as my role is more of a Research and Development position, I get to call the shots as to what models I want to explore and how I\u2019d like to improve the model. Do I want to explore more features to add to the model? Do I want to make it more complex? What\u2019s the core reason behind the incorrect predictions and how can we solve that? I feel like I\u2019m truly making a difference here.&nbsp;<\/span><br \/>\n<span style=\"font-weight: 400\">However, one thing that truly stuck with me is that I never stop learning! I\u2019m really grateful that I have great mentors who would regularly check in on me. They guide me and make sure that I\u2019m not lost, and they are also always there to give me advice on what I can potentially do here at Shopee and for my future.<\/span><br \/>\n<img decoding=\"async\" class=\"aligncenter wp-image-36230 size-full\" src=\"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1.jpg\" alt=\"\" width=\"1920\" height=\"2560\" srcset=\"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1.jpg 1920w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-225x300.jpg 225w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-768x1024.jpg 768w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-1152x1536.jpg 1152w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-1536x2048.jpg 1536w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-696x928.jpg 696w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-1068x1424.jpg 1068w, https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/IMG_1292-scaled-1-315x420.jpg 315w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p style=\"text-align: center\"><i><span style=\"font-weight: 400\">Jeff at his favourite place &#8211; the ice-cream fridge at Shopee\u2019s Level 1 Cafe.<\/span><\/i><\/p>\n<h3><b>How about your greatest takeaway?<\/b><\/h3>\n<p><span style=\"font-weight: 400\">The biggest skill I\u2019ve gained from this internship would definitely be the ability to multi-task in big data environments. In my previous personal projects, I\u2019ve never had to deal with big data problems because the datasets were always pretty small. However, in my problem domain, I need to work with a huge number of characteristics about our various users, so the type of technologies that I\u2019ve picked up in this internship (e.g. Pyspark and Spark SQL) are pretty different from the ones I was used to (e.g. Pandas, NumPy). Additionally, given the large number of models and hypotheses that I\u2019ve had to test thus far, I\u2019ve also learned the importance of managing the department\u2019s shared resources prudently.<\/span><br \/>\n<span style=\"font-weight: 400\">Opportunities to access huge data sets and learn those big data technologies (e.g. via Amazon EMR) outside of work are rare, hence being able to sharpen these skills at Shopee has been an extremely valuable part of the internship.&nbsp;<\/span><\/p>\n<h3><b>How would you describe Shopee to your peers?<\/b><\/h3>\n<p><span style=\"font-weight: 400\">Hmm, I would say that Shopee is young, friendly and flexible! The company is made up of many young people, making discussing current technologies easy. <\/span><span style=\"font-weight: 400\">Everyone at Shopee is very friendly and willing to help, even if you have questions that are not directly related to their job scope. I\u2019ve constantly sought help from people outside my department and if they can\u2019t help me directly, they would always point me to someone that can. <\/span><span style=\"font-weight: 400\">I\u2019m also not a morning person, so the fact that work starts at 9:30 am is a definite plus!<\/span><\/p>\n<h3><b>Any advice for your peers who are looking to intern with Shopee?<\/b><\/h3>\n<p><span style=\"font-weight: 400\">Do come in knowing what you want to achieve and regularly check in with that goal. Internship time is short and at the end of this journey, you want to make sure that you have grown professionally as well as value-added to the team.<\/span><br \/>\n<span style=\"font-weight: 400\">Try your best to know people from different departments as they might have experience in a database that others in your department might not. It helps that the Data Science team holds bi-weekly intern meetings for everyone to share what they\u2019ve done in the past 2 weeks to align everyone with each other\u2019s goals. If you won\u2019t be in the Data Science department, don\u2019t be afraid to talk to other interns to learn what they\u2019re doing and help others too. Teaching really is the best way to learn! All the best!<\/span><br \/>\n&nbsp;<br \/>\n<span style=\"font-weight: 400\">Thank you Jeff for giving us insights into what you do here at Shopee as a Data Science Intern!<\/span><\/p>\n<hr>\n<p><i><span style=\"font-weight: 400\">Follow the<\/span><\/i><a href=\"https:\/\/www.linkedin.com\/search\/results\/content\/?keywords=%23ShopeeInsider&amp;origin=HASH_TAG_FROM_FEED\" data-wpel-link=\"external\" target=\"_blank\" rel=\"nofollow external noopener noreferrer\"><i><span style=\"font-weight: 400\"> #ShopeeInsider<\/span><\/i><\/a><i><span style=\"font-weight: 400\"> and<\/span><\/i><a href=\"https:\/\/www.linkedin.com\/search\/results\/content\/?facetSortBy=date_posted&amp;keywords=%23LifeatShopee&amp;origin=SORT_RESULTS\" data-wpel-link=\"external\" target=\"_blank\" rel=\"nofollow external noopener noreferrer\"><i><span style=\"font-weight: 400\"> #lifeatshopee<\/span><\/i><\/a><i><span style=\"font-weight: 400\"> hashtags on<\/span><\/i><a href=\"https:\/\/www.linkedin.com\/company\/shopee\/\" data-wpel-link=\"external\" target=\"_blank\" rel=\"nofollow external noopener noreferrer\"><i><span style=\"font-weight: 400\"> LinkedIn<\/span><\/i><\/a><i><span style=\"font-weight: 400\"> for more features like <\/span><\/i><i><span style=\"font-weight: 400\">this. If you\u2019d like to be part of our Shopee Team, <\/span><\/i><a href=\"http:\/\/careers.shopee.sg\" data-wpel-link=\"external\" target=\"_blank\" rel=\"nofollow external noopener noreferrer\"><i><span style=\"font-weight: 400\">f<\/span><\/i><i><span style=\"font-weight: 400\">ind out more here!<\/span><\/i><\/a>]]&gt;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Jeff is a Computer Science and Business junior at the University of Southern California and current intern in Shopee Singapore\u2019s Data Science team.&nbsp;Since joining Shopee in December 2019, he has worked on several projects relating to machine learning and prediction, honed his skills in handling big data and data modelling as well as improved the [&hellip;]<\/p>\n","protected":false},"author":39,"featured_media":36228,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jnews-multi-image_gallery":[],"jnews_single_post":[],"jnews_primary_category":[],"jnews_override_bookmark_settings":[],"jnews_social_meta":[],"jnews_review":[],"enable_review":"","type":"","name":"","summary":"","brand":"","sku":"","good":[],"bad":[],"score_override":"","override_value":"","rating":[],"price":[],"jnews_override_counter":[],"jnews_post_split":[],"footnotes":""},"categories":[103],"tags":[171,148],"class_list":["post-36204","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lifestyle","tag-lifeatshopee","tag-shopeesg"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Intern Insider @ Shopee Singapore: Jeff Chen - Shopee Singapore Official Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Intern Insider @ Shopee Singapore: Jeff Chen - Shopee Singapore Official Blog\" \/>\n<meta property=\"og:description\" content=\"Jeff is a Computer Science and Business junior at the University of Southern California and current intern in Shopee Singapore\u2019s Data Science team.&nbsp;Since joining Shopee in December 2019, he has worked on several projects relating to machine learning and prediction, honed his skills in handling big data and data modelling as well as improved the [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/\" \/>\n<meta property=\"og:site_name\" content=\"Shopee Singapore Official Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ShopeeSingapore\" \/>\n<meta property=\"article:published_time\" content=\"2020-04-03T11:12:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-02-09T10:15:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/DSC03249-scaled-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1706\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Gladys Lim\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Gladys Lim\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Intern Insider @ Shopee Singapore: Jeff Chen - Shopee Singapore Official Blog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/","og_locale":"en_GB","og_type":"article","og_title":"Intern Insider @ Shopee Singapore: Jeff Chen - Shopee Singapore Official Blog","og_description":"Jeff is a Computer Science and Business junior at the University of Southern California and current intern in Shopee Singapore\u2019s Data Science team.&nbsp;Since joining Shopee in December 2019, he has worked on several projects relating to machine learning and prediction, honed his skills in handling big data and data modelling as well as improved the [&hellip;]","og_url":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/","og_site_name":"Shopee Singapore Official Blog","article_publisher":"https:\/\/www.facebook.com\/ShopeeSingapore","article_published_time":"2020-04-03T11:12:57+00:00","article_modified_time":"2021-02-09T10:15:12+00:00","og_image":[{"width":2560,"height":1706,"url":"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/DSC03249-scaled-1.jpg","type":"image\/jpeg"}],"author":"Gladys Lim","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Gladys Lim","Estimated reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/","url":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/","name":"Intern Insider @ Shopee Singapore: Jeff Chen - Shopee Singapore Official Blog","isPartOf":{"@id":"https:\/\/shopee.sg\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/#primaryimage"},"image":{"@id":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/#primaryimage"},"thumbnailUrl":"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/DSC03249-scaled-1.jpg","datePublished":"2020-04-03T11:12:57+00:00","dateModified":"2021-02-09T10:15:12+00:00","author":{"@id":"https:\/\/shopee.sg\/blog\/#\/schema\/person\/bf1d73a2335bedc28abdc005004dd6f1"},"breadcrumb":{"@id":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/#primaryimage","url":"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/DSC03249-scaled-1.jpg","contentUrl":"https:\/\/shopee.sg\/blog\/wp-content\/uploads\/2020\/04\/DSC03249-scaled-1.jpg","width":2560,"height":1706},{"@type":"BreadcrumbList","@id":"https:\/\/shopee.sg\/blog\/career-intern-insider-shopee-singapore-jeff-chen\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/shopee.sg\/blog\/"},{"@type":"ListItem","position":2,"name":"Intern Insider @ Shopee Singapore: Jeff Chen"}]},{"@type":"WebSite","@id":"https:\/\/shopee.sg\/blog\/#website","url":"https:\/\/shopee.sg\/blog\/","name":"Shopee Singapore Official Blog","description":"Lifestyle &amp; Shopping Recommendations by locals, for locals","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/shopee.sg\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/shopee.sg\/blog\/#\/schema\/person\/bf1d73a2335bedc28abdc005004dd6f1","name":"Gladys Lim","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/shopee.sg\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/40073531c0df185d6dc7db402f417b1a4c5bddabe237c4f9dc0817772d017807?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/40073531c0df185d6dc7db402f417b1a4c5bddabe237c4f9dc0817772d017807?s=96&d=mm&r=g","caption":"Gladys Lim"},"url":"https:\/\/shopee.sg\/blog\/author\/gladys-lim\/"}]}},"_links":{"self":[{"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/posts\/36204","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/users\/39"}],"replies":[{"embeddable":true,"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/comments?post=36204"}],"version-history":[{"count":0,"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/posts\/36204\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/media\/36228"}],"wp:attachment":[{"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/media?parent=36204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/categories?post=36204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shopee.sg\/blog\/wp-json\/wp\/v2\/tags?post=36204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}