Day 1, R0 13:05–13:35 一年多前在因緣際會下承接了公司以 Java 為基礎的 RESTful Backend, 由於自己比較熟悉 Python 這個工具，於是就展開了一段 Backend 架構重構之旅。 本演講將分享這一路來所遇到的技術抉擇以及問題解決的經驗，內容將包含 * RESTful Framework 選擇考量 * SQLAlchemy 與既有 MySQL DB 連線的問題 * 置換既有 RESTful API 的開發策略 * Tarven RESTful API 自動化測試簡介 * 以金絲雀部署(Canary Release)進行新舊版 API A/B test * Flask App on Docker 在 Azure 的佈署經驗 以上內容還會用一個 demo 系統來作實例說明 Slides: http://bit.ly/pycontw2018-flask ... https://www.youtube.com/watch?v=vtKK-pEd4bk

Day 2, R0 16:30–17:15 In this talk, I will present how to recognise speakers and their speaking sessions in a filmed meeting using deep learning (deep convolutional neural networks; CNN). This project uses the "transfer learning" approach. Pre-trained CNN models, such as the VGG face descriptor used in this project, enable everyone to analyse photos or videos without training his own CNN. I will explain how to use a pre-trained model to extract face features and use clustering methods to identify different people without knowing their identity in advance. Results of a real case will be shown. Application and restriction of this method will be discussed. The speaker did not upload his slides. ... https://www.youtube.com/watch?v=FHOB3X4sNbk

摘要 Abstract: Instead of common Python + Travis CI tutorial, fun, real coding practice, and benefits of testing will be focused in this talk by discomposed actions in different aspects and tools surround related topics, including continuous integration (CI), debugging, packaging, and coding. Popular tools and services, for example, Jenkins, py.test, Travis CI, and Codecov will be looked at. PyCon Taiwan 2017 official: https://tw.pycon.org/2017/ PyCon Taiwan 2017 Facebook Fan Page: https://www.facebook.com/pycontw/ ... https://www.youtube.com/watch?v=BUHWQSO27Hg

PyCon Taiwan 2023｜Talk 演講｜Day 1, R2 13:45–14:15 ? 說明 Description ? ​​Apache Beam, an open-source solution for batch and streaming data processing pipelines, simplifies large-scale data processing dynamics based on a unified programming model. In addition, projects that are based on Apache Beam are often properly-sized, this makes the work to be implemented in a short duration, so interns are suitable for this type of work. The speaker will introduce Apache Beam and provide their experience on intern project planning along with the expectation and business impact consideration. If you want to know what it is and what problems are solved by Apache Beam, or if you want to learn how to design an (intern) project, this talk is for you. ? 投影片 Slides：https://github.com/note35/about/blob/dev/public/slides/2023-apache_beam.pdf ? 講者介紹 About Speaker - Kir Chou ? A code monkey with some experience in Geo service and Search services. This is its 7th year in PyCon TW. (Talks: https://note35.github.io/about/talks) Follow “PyCon Taiwan” ⭐️ Official Website: https://tw.pycon.org ⭐️ Facebook: https://www.facebook.com/pycontw ⭐️ Instagram: https://www.instagram.com/pycontw ⭐️ Twitter: https://twitter.com/PyConTW ⭐️ LinkedIn: https://www.linkedin.com/company/pycontw ⭐️ Blogger: https://conf.python.tw/ ... https://www.youtube.com/watch?v=ecUVZMFEdQU