A portfolio is much more than a CV, in fact it is proof that you are capable of doing what you mention in your CV. It is also extremely differentiating when it comes to your next interview.<\/p>\n
\u00bfRealmente merece la pena?…Sin dudas!\u00a0<\/b>Although it is true that it requires time and patience and must be maintained over time, but the result is worth it. As we said before, a portfolio that includes all your projects can make a difference in a job offer. It also allows you to create your own brand, your own identity.\u00a0<\/p>\n
You don't need to have 200 projects, contributions to open-source projects, to have worked for Bill Gate himself... None of that. You just need to review the projects you have worked on or tested (even the TensorFlow object-recognition tutorial), time and desire to be able to present them in a clear and elegant way in your new portfolio. And if you think you don't have any project, the mere fact of doing it is already one! ? But don't worry because we will develop an application for you to include it in your portfolio and learn how to display your ML models so that everyone can try them out!\u00a0<\/p>\n
In the webinar we saw how to implement an application to generate text using the famous model\u00a0GPT-2<\/a>. We use\u00a0flask<\/a>\u00a0to create our service and\u00a0docker<\/a>\u00a0to encapsulate it, finally we deploy the service in\u00a0Cloud Run<\/b>\u00a0(one of the Google Cloud serverless options). Here you can check the final result. ?<\/p>\n The first thing we did was to set up an account with\u00a0Google Cloud<\/a>in addition to downloading the\u00a0Google Cloud SDK<\/a>i.e. the command interface (cli). We simply follow the instructions in\u00a0this tutorial<\/a>\u00a0in order to set up our account.<\/p>\n Cloud Run allows us to deploy and expose our service without the need for another tool. We could have deployed it in\u00a0AWS<\/b>but it's a bit \"complicated\" to deploy Docker images in functions.\u00a0AWS Lambda<\/b>In addition, we would have needed to use\u00a0API Gateway<\/b>\u00a0to expose the service. It is also a possibility to deploy it in\u00a0AWS Fargate<\/b>but in that case we would have needed a container orchestrator.\u00a0(ECS or EKS)\u00a0<\/b>and billing is per second. In the case of AWS Lambda and Cloud Run, billing is per 100 ms blocks, typically AWS Fargate is used in cases where the compute time is longer.<\/p>\n In order to use Cloud Run we need to enable the API from the Google Cloud console, to do this we simply go to\u00a0Cloud Run\u00a0<\/b>and create a service (you don't need to create the whole service, just click on \"Create Service<\/i>\"The API is already activated).<\/p>\n Now we can start to develop our code, for this we have created a\u00a0template<\/a>\u00a0that we completed in the webinar, in case you want to have the complete code you can download the\u00a0master branch<\/a>\u00a0and follow the instructions to execute it, but we advise you to watch the video of the webinar?<\/p>\n Once we have the code finished and tested in our local, we can push our Docker image to Google Cloud. To do this, simply run the following lines in a terminal:<\/p>\n\n\n It usually takes a few minutes, but when the process is finished we can go to Cloud Run, remember that it is important to check \"Allow unauthenticated invocations\" for our service to work.<\/p>\n If all has gone well, the service will have been deployed correctly and you will now have you will have the first project that you can include in your own portfolio! ?<\/b><\/p>\n IMMUNE Technology Institute, with the collaboration of Spanish Startups, has prepared a Datathon on 19 September<\/b> where you can learn and attend talks very similar to this one with the best experts in Data Science. Sign up here!<\/b><\/a><\/p>\n Keep it going! Due to the demand for information about our Master Data Science,<\/b> we have organised an information session on 24 September<\/b> with M\u00f3nica Villas, director of the programme, to answer any questions.<\/p>\n IMMUNE can help you to boost your career through its partner companies and contacts with recruiters and professionals in the sector, do not hesitate to sign up if you want more information about our programmes..<\/b><\/p>\n Sign up here!<\/b><\/a><\/p>\n This article was written by: Alejandro Diaz Santos<\/a>- (LinkedIn<\/a>, GitHub<\/a>)<\/em><\/p>\n<\/div>\n<\/div>\n \u00bfQuieres que todo el mundo pruebe ese modelo de ML tan guay que has hecho para clasificar perros y gatos? \u00bfO quieres poder desplegar tu modelo para crear tu propio portfolio? Tanto si quieres una cosa u otra, seguro que te interesa el webinar que celebramos hace unos d\u00edas con Alejandro D\u00edaz, Machine Learning Engineer […]<\/p>\n","protected":false},"author":3,"featured_media":8238,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-3834","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/posts\/3834","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/comments?post=3834"}],"version-history":[{"count":0,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/posts\/3834\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/media\/8238"}],"wp:attachment":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/media?parent=3834"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/categories?post=3834"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/tags?post=3834"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}![\"\"](\"https:\/\/immune.institute\/wp-content\/uploads\/2020\/09\/image5-1024x469-1.png\")
<\/p>\nWhy Google Cloud and not AWS or Azure?<\/b><\/h2>\n
![\"\"](\"https:\/\/immune.institute\/wp-content\/uploads\/2020\/09\/google-gpt2-1024x438-1.png\")
<\/p>\nThe moment of truth<\/strong><\/b><\/h3>\n
docker tag text-generator-gpt2:latest eu.gcr.io\/text-generator-gpt-2\/text-generator-gpt2:latest\n\ndocker push eu.gcr.io\/text-generator-gpt-2\/text-generator-gpt2:latest<\/code><\/pre>\n\n\n![\"\"](\"https:\/\/immune.institute\/wp-content\/uploads\/2020\/09\/image1-854x1024-1.png\")
<\/p>\n![\"\"](\"https:\/\/immune.institute\/wp-content\/uploads\/2020\/09\/image2-1024x502-1.png\")
<\/p>\n
In addition, we have organised several masterclass<\/b> y Data Science Challenges<\/b> where you can put your knowledge to the test and best of all, you'll be able to they will have a prize!!!<\/b><\/p>\nWait, one last thing<\/b><\/h3>\n