{"id":302,"date":"2023-01-30T14:11:13","date_gmt":"2023-01-30T14:11:13","guid":{"rendered":"https:\/\/todaysainews.com\/index.php\/2023\/01\/30\/applying-for-technical-roles\/"},"modified":"2025-04-27T07:35:22","modified_gmt":"2025-04-27T07:35:22","slug":"applying-for-technical-roles","status":"publish","type":"post","link":"https:\/\/todaysainews.com\/index.php\/2023\/01\/30\/applying-for-technical-roles\/","title":{"rendered":"Applying for technical roles"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div>\n<p>It\u2019s no secret that the gender gap still exists within STEM. Despite a slight increase in recent years, studies show that women only <a href=\"https:\/\/www.stemwomen.co.uk\/blog\/2019\/09\/women-in-stem-percentages-of-women-in-stem-statistics\">make up about a quarter<\/a> of the overall STEM workforce in the UK. While the reasons vary, many women <a href=\"https:\/\/www.pwc.co.uk\/who-we-are\/women-in-technology\/time-to-close-the-gender-gap.html\">report<\/a> feeling held back by a lack of representation, clear opportunities and information on what working in the sector actually involves. <\/p>\n<p>Closing the gap within STEM is not a quick fix but a collective effort of everyone in the industry. Various organisations like <a href=\"https:\/\/wimlworkshop.org\/\">Women in Machine Learning<\/a> (WiML) actively work to help create a more inclusive environment where the successes of women are amplified. They also stand as an important point of information for the many women who want to learn more about what it\u2019s like to work in STEM. <\/p>\n<p>That\u2019s why for this year\u2019s <a href=\"http:\/\/www.inwed.org.uk\/about.html\">International Women in Engineering Day<\/a>, we asked the WiML community to share with us the most common questions they receive about technical interviewing. To share their perspectives and to discuss what it\u2019s actually like to work at DeepMind, we brought together Mihaela Rosca (Research Engineer), Feryal Behbahani (Research Scientist) and Kate Parkyn (Recruitment Lead &#8211; Research &amp; Engineering).<\/p>\n<h4><strong>How do I know if I am ready to apply for a role in industry? <\/strong><\/h4>\n<p><strong>Mihaela: <\/strong>It\u2019s not uncommon to have self doubts or feel as if you\u2019re under prepared for a position in the field. There will never be a perfect time to apply and you can easily convince yourself that there\u2019s more to learn but that shouldn\u2019t be a deterring factor in your decision to apply. <\/p>\n<p>Of course the right skillset will depend on the specific role you\u2019re after, but if you\u2019re keen to work on the future of machine learning research, read research papers and implement state of the art algorithms &#8211; you\u2019re ready&#8230;so apply! <\/p>\n<p>Curious? Learn more about our <a href=\"https:\/\/deepmind.com\/about\/research\">research<\/a> and <a href=\"https:\/\/deepmind.com\/about\/engineering\">engineering<\/a> teams.<\/p>\n<figure style=\"padding-bottom:56.206088992974244%\" class=\"w-richtext-align-fullwidth w-richtext-figure-type-video\">\n<p><iframe title=\"Women at DeepMind | Applying for Technical Roles\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/bkS7XZCk2pU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<\/figure>\n<h4>What metrics are most important for hiring? Paper publications, GPA, industry experience?<\/h4>\n<p><strong>Kate: <\/strong>We recruit for many roles across the organisation so the qualities we focus on differ accordingly.<\/p>\n<p>The majority of research scientist hires we make are post PhD level, so we don\u2019t over index on publications. We also don\u2019t have a specific marker for degree achievement or GPA. When it comes to experience, we\u2019re always interested in reading about a candidate&#8217;s past internships and\/or voluntary industry experiences. We look for proven ability not only in \u2018research\u2019 but also in implementation, engineering and application. Reading about side projects and open source contributions are also great to see when looking at potential candidates, so feel free to link your Github, side projects or code.<\/p>\n<p>For research engineers, it\u2019s important to remember that the role is part research and part engineer, so we\u2019re always looking for people that enjoy putting theory into computational form.<\/p>\n<p>For software engineers, we look for the clear ability to communicate problems and solutions. Software engineers at DeepMind regularly deal with ambiguous problems which also have underlying engineering complexities. Evidence of working on similar projects, or experiences in accelerating research and harnessing tools to augment research, is key.<\/p>\n<figure class=\"w-richtext-align-center w-richtext-figure-type-image\">\n<div><img decoding=\"async\" src=\"https:\/\/assets-global.website-files.com\/621e749a546b7592125f38ed\/62275a71948414471240442f_TR%2001.jpg\" loading=\"lazy\" alt=\"\"\/><\/div>\n<\/figure>\n<h4>Do you have any tips for writing a successful CV? <\/h4>\n<p><strong>Kate: <\/strong>Creating the perfect CV or resume is a big job. Luckily there are a countless number of resources out there that can help you get the job done. To keep it simple, we\u2019d suggest focusing on the following points:<\/p>\n<ul role=\"list\">\n<li>Keep it around two pages<\/li>\n<li>Include additional information [programming languages, societies, awards, volunteering] <\/li>\n<li>Stay consistent with font and formatting<\/li>\n<li>Read and re-read the copy &#8211; don\u2019t forget the spell &amp; grammar check<\/li>\n<li>Add relevant tech skills [coding language \/ libraries] \u00a0<\/li>\n<li>Link to your personal Github \/ LinkedIn \/ portfolio<\/li>\n<\/ul>\n<h4>Can you recommend any resources that would be helpful for professional development? <\/h4>\n<p><strong>Feryal: <\/strong>There are a wide range of resources available to help you learn and develop your skills in machine learning. These include open-access introductory courses on YouTube (i.e. <a href=\"https:\/\/youtu.be\/PlhFWT7vAEw?t=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu\">Nando de Freitas\u2019s course on Deep Learning<\/a>, <a href=\"https:\/\/youtu.be\/2pWv7GOvuf0?t=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ\">David Silver\u2019s course on Reinforcement Learning<\/a> and <a href=\"https:\/\/youtu.be\/7R52wiUgxZI?t=PLqYmG7hTraZCDxZ44o4p3N5Anz3lLRVZF\">DeepMind x UCL Lecture Series<\/a>), blog posts which provide overviews of particular techniques (e.g. <a href=\"https:\/\/distill.pub\/\">Distill<\/a>) and more advanced machine learning conference proceedings such as <a href=\"https:\/\/papers.neurips.cc\/\">NeurIPS<\/a>, <a href=\"http:\/\/proceedings.mlr.press\/v97\/\">ICML<\/a> and <a href=\"https:\/\/openreview.net\/group?id=ICLR.cc\/2019\/Conference\">ICLR<\/a>. <\/p>\n<p>There are also a number of summer schools (i.e. <a href=\"http:\/\/mlss.cc\/\">MLSS<\/a> and <a href=\"https:\/\/dlrlsummerschool.ca\/\">DLRLSS<\/a>) that help support students and professionals who are interested in learning from leading experts in the field. Many of the summer schools also host videos and practical exercises from previous years which can act as excellent resources for learning at your own pace.<\/p>\n<p>It\u2019s also great to look to organisations like <a href=\"https:\/\/wimlworkshop.org\/\">Women in Machine Learning (WiML)<\/a> that specifically help women in the field build their technical confidence and voice while amplifying their achievements to the wider community.<\/p>\n<figure class=\"w-richtext-align-center w-richtext-figure-type-image\">\n<div><img decoding=\"async\" src=\"https:\/\/assets-global.website-files.com\/621e749a546b7592125f38ed\/62275a8d8a50397932b9b2b8_TR%2002.jpg\" loading=\"lazy\" alt=\"\"\/><\/div>\n<\/figure>\n<h4>What can I expect in the interview process? <\/h4>\n<p><strong>Feryal: <\/strong>The interview process at DeepMind can vary depending on the particular role you\u2019re applying for. From my experience, the interview process for a <strong>Research Scientist<\/strong> role consisted of four phases: <\/p>\n<h6><strong>Phase one &#8211; initial chat with the recruitment team<\/strong> <\/h6>\n<p>This is to cover your background, experience, the motivation for applying and future plans. At this stage, you will also have the opportunity to ask any questions that you may have about the role or the interview process.<\/p>\n<h6><strong>Phase two &#8211; technical interviews<\/strong><\/h6>\n<p>This part of the process involves several sessions &#8211; including one with a technical quiz \u00a0that covers a large breadth of topics in computer science, statistics, mathematics and machine learning. It\u2019s key that you revise broadly for this session! At this stage there will also be a coding interview where you [in your chosen language] will have to work through a few questions and a specific problem with the end goal of coming to a solution implementation.<\/p>\n<h6><strong>Phase three &#8211; research interviews<\/strong> <\/h6>\n<p>This stage is made up of various short [i.e. ~30min] interviews with researchers and leads about your specific research background and interests. Here you will have the opportunity to give a talk about your research, which gives the interviewers a better idea of your overall research direction. At this point, try to show your technical understanding of the field and feel free to bring up your own achievements and research ideas. It\u2019s not necessary, but I would also suggest reading through <a href=\"https:\/\/deepmind.com\/research\/\">recent papers<\/a> published by the DeepMind team to try to frame your strengths better! <\/p>\n<h6><strong>Phase four &#8211; culture interview <\/strong><\/h6>\n<p>Towards the end of the interview process, you will once again connect with the recruitment team to discuss DeepMind\u2019s culture and mission. I recommend that you read about DeepMind\u2019s <a href=\"https:\/\/deepmind.com\/about\/\">mission<\/a> and think about how your career goals can fit within it.<\/p>\n<h4>How much emphasis is laid on research skills\/knowledge versus coding ability for technical interviews at DeepMind? How did you prepare for your technical interview? <\/h4>\n<p><strong>Mihaela: <\/strong>Due to the versatility required to do machine learning research, the interview process has a relatively even split between coding and assessing research skills. The first stage focuses on mathematics, statistics, machine learning and computer science knowledge, while later stages focus on coding. Keep in mind that throughout the interview process, the interviewer is trying to assess your problem solving skills, so focus on communication and explain your answers. <\/p>\n<p>For my own interview, I prepared by reviewing some of the notes from my university lectures &#8211; including a statistics course I had taken. At the time I didn\u2019t know a lot about reinforcement learning, so I did some additional research and watched David Silver\u2019s <a href=\"https:\/\/www.youtube.com\/playlist?list=PLqYmG7hTraZBiG_XpjnPrSNw-1XQaM_gB\">UCL course<\/a> on the topic. For my coding interview, I chose python. To prepare and to practice my speed I solved a few coding questions without using an integrated development environment (IDE) or my favourite editor &#8211; only a simple text editor.<\/p>\n<figure class=\"w-richtext-align-center w-richtext-figure-type-image\">\n<div><img decoding=\"async\" src=\"https:\/\/assets-global.website-files.com\/621e749a546b7592125f38ed\/62275ab48d24a9d1cfbcb9de_TR%2003.jpg\" loading=\"lazy\" alt=\"\"\/><\/div>\n<\/figure>\n<h4>Can research engineers lead research projects?<\/h4>\n<p><strong>Mihaela: <\/strong>Absolutely! Research Engineers at DeepMind &#8211; and elsewhere &#8211; often lead projects of all sizes. They can lead as first authors of conference papers, or as larger team efforts which involve groups of different sizes and take place over multiple months. <\/p>\n<p>There are plenty of examples, but here are a few: <a href=\"https:\/\/deepmind.com\/research\/open-source\/alphazero-resources\">AlphaZero<\/a>, <a href=\"https:\/\/deepmind.com\/research\/publications\/count-based-exploration-neural-density-models\">improving exploration in reinforcement learning using generative modeling<\/a>, and open sourcing of core libraries such as <a href=\"https:\/\/deepmind.com\/research\/open-source\/Reverb\">Reverb<\/a>.<\/p>\n<h4>What does a day in the life of a research scientist look like? <\/h4>\n<p><strong>Feryal: <\/strong>Being a research scientist means that my day never really looks the same. My time is often spent thinking about my research projects, coding, meeting and discussing ideas with others, reading papers and attending presentations or reading groups. <\/p>\n<p>As always in research, what I\u2019m doing can change depending on if I\u2019m working towards a paper deadline, working on a specific project, or thinking about what to do next. Luckily DeepMind is really flexible in how one can organise their time and schedule. We use a \u201cmilestone system\u201d which organises research into smaller, measurable chunks (e.g. 3-6 weeks) so this really helps with planning research and breaking it down into concrete steps.<\/p>\n<\/div>\n<p>[ad_2]<br \/>\n<br \/><a href=\"https:\/\/www.deepmind.com\/blog\/applying-for-technical-roles\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] It\u2019s no secret that the gender gap still exists within STEM. Despite a slight increase in recent<\/p>\n","protected":false},"author":2,"featured_media":303,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":["post-302","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deepmind-ai"],"featured_image_urls":{"full":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles.jpg",1920,1080,false],"thumbnail":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-150x150.jpg",150,150,true],"medium":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-300x169.jpg",300,169,true],"medium_large":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-768x432.jpg",640,360,true],"large":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-1024x576.jpg",640,360,true],"1536x1536":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles.jpg",1920,1080,false],"broadnews-featured":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-1024x576.jpg",1024,576,true],"broadnews-large":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-825x575.jpg",825,575,true],"broadnews-medium":["https:\/\/todaysainews.com\/wp-content\/uploads\/2023\/01\/622759ba561abeee2b9e9f67_Technical-Roles-590x410.jpg",590,410,true]},"author_info":{"info":["Sanna"]},"category_info":"<a href=\"https:\/\/todaysainews.com\/index.php\/category\/deepmind-ai\/\" rel=\"category tag\">DeepMind AI<\/a>","tag_info":"DeepMind AI","comment_count":"0","_links":{"self":[{"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/posts\/302","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/comments?post=302"}],"version-history":[{"count":1,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/posts\/302\/revisions"}],"predecessor-version":[{"id":2916,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/posts\/302\/revisions\/2916"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/media\/303"}],"wp:attachment":[{"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/media?parent=302"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/categories?post=302"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/todaysainews.com\/index.php\/wp-json\/wp\/v2\/tags?post=302"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}