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Machine Learning Infrastructure Engineer

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Updated 3 months ago

Job Description

【投遞方法】:請至 https://grnh.se/64b31f471us 投遞履歷,我們會以這邊收到的履歷為主。

Dcard 致力於打造一個讓每個人透過分享以及社群互動,可以在這個平台上找到共鳴的地方。為了達成這個目標,我們的工程師利用統計與機器學習方法,分析使用者產生的內容與閱讀偏好、設計演算法、打造各種應用,讓每個人每次打開 Dcard 的時候都能立刻發現有趣的故事。

在 Dcard 你將有機會可以接觸到⼤量⽤戶產生的實際資料。我們每⽉有超過一千五百萬不重複訪客,每天有數以萬計想要分享與閱讀故事的人在 Dcard 上交流,你所製作的產品將能立刻接觸到龐大的使用者,成為改善使用者體驗的關鍵,在他們的生活中創造一個美好的驚喜。

我們希望可以打造未來台灣人在網路上討論的基礎生活設施,因此在這份工作裡面自然而然就會遇到很多像是 Facebook, Twitter, Line 遇到的技術挑戰。聽起來是不是很吸引人呢?如果你對機器學習產品抱持憧憬跟熱情,不要猶豫了,趕快來跟我們一起工作!

你的工作內容主要包括

  • 規劃 ML 團隊的機器學習相關架構流程(包含算法訓練跟實際上線所需的系統建置)
  • 管理及發展數據應用基礎建設 Spark / Kafka(Pulsar) / Elasticsearch
  • 視機器學習專案需求引入適合的系統及技術,並規劃開發流程
  • 演進 A/B Test Platform
  • 協助 ETL pipeline 的管理規劃以及開發流程

Requirements

必要條件

  • 熟悉機器學習流程架構設計, 開發及維護(包含巨量資料處理, 模型訓練以及 CI 相關設計)
  • 熟悉 Streaming 系統(Spark / Flink)
  • 至少有二年以上的 BigData Ecosystem Operation / Management 經驗
  • 熟悉分散式系統資源管理
  • 喜歡追求高品質的程式,面對需求能夠提出最小可行性系統架構及了解其中的 tradeoff
  • 有良好的溝通協作能力,能夠清楚的表達想法,並與團隊成員順利合作
  • 熟悉分析產品需求及整理 modeling 過程中的痛點並轉成工程計畫
  • 熟悉 Python 且不排斥學習新語言(Go, Scala, Java)

加分條件

  • 熟悉 TensorFlow / Keras / PyTorch 在巨量資料開發時遇到的問題

可能碰觸到的技術

  • Airflow
  • Kubernetes
  • Postgres / BigQuery / Redis
  • Scikit-Learn / XGBoost / Tensorflow / Pytorch
  • Spark
  • Apache Kafka / Apache Pulsar
  • Elasticsearch
  • Linux
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900K ~ 1.9M TWD / year
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About us

「讓每個人找到共鳴。」

Dcard 結合科技與人文搭起一座橋樑,豐富每個人的生活、讓每個人找到共鳴。面對快速變化的網路生態,Dcard 聚焦長期使命願景、年度戰略,夥伴們專注在公司戰略與目標,用成長型思維打造一個快速成長也充滿溫度的企業文化。

Dcard 致力於打造讓人放心分享自己故事的場域,讓平凡人分享不平凡故事的新世代服務。Dcard 是全台最大的匿名社群,在年輕族群有極高滲透率與影響力。不止步於台灣社群取得極大影響力,我們正全力擴張版圖,強力發展廣告、電商、IP 新型業務及跨國市場,持續往世界級網路公司的目標努力。

我們的服務範圍擴及台灣 (Dcard)、香港 (Dcard.HK)及日本 (Dtto),持續擴大海外市場影響力。我們希望能邀請優秀的你加入團隊,把你的名字列在我們下一個里程碑的故事裡!

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六個你會愛上 Dcard 的理由:

▌討論合作的文化
我們相信夥伴多方交流及討論可以創造出更多不一樣的火花跟可能性。在 Dcard 我們傾聽也重視每個夥伴的想法,每天專案小組進度會議、每週產品會議、每月 All Hands Meeting 中,夥伴們彼此對齊進度,主動提出想法,做更完善的決策與行動。透過夥伴的溝通合作,互相激盪火花,幫助團隊打造更棒的產品!

▌充沛的學習資源
我們相信跟一群優秀的夥伴共事,絕對是最棒的福利! 為了在快速變動、充滿挑戰的環境中取得影響力,我們需要勇於面對未知的挑戰。Dcard 重視夥伴的成長,我們提供各類書籍、講座、國內外研討會及專屬語言進修課程等資源,成為夥伴學習路上最大的後盾!

▌高速成長的環境
不止步於在台灣社群取得極大影響力,Dcard 正全力擴張版圖,發展廣告、電商、IP 新型業務及跨國市場產品,持續往世界級網路公司的目標努力。在這裡,你將能親身參與各類新想法、新產品甚至是新市場的誕生!

▌投注熱情的團隊
我們是多元背景的跨國團隊。夥伴們充滿熱情,專注在不同領域,用成長型思維打造快速成長的團隊,提供社群、廣告、電商、跨國等不同服務給使用者。

▌創造影響的舞台
在這個變化快速的場域,夥伴有多方嘗試的機會,可以參與各類新想法、新產品甚至是新市場的誕生! 只要你有能力和意願,站出來,你就可以親自做出改變。

▌彈性的工作氛圍
混合工作的模式(Hybrid Work),Dcard 夥伴能彈性安排工作時間與空間。具有彈性的遠距工作日(Remote Day),在辦公室也可以選擇在任何小角落工作。讓你自在挑選想要工作的時間和地方!


Team

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Talent Operations Team
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Talent Operations Partner
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Talent Operations Partner
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Talent Operations Assistant
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Talent Operations Assistant
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Talent Operations Partner
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Talent Operations Partner
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Talent Operations Partner
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Talent Operations Assistant
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Talent Operations Partner
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Talent Operations Team
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Talent Operations Assistant
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Talent Operations Assistant
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Talent Operations Partner
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Talent Operations Partner - JP
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Talent Operations intern - JP
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Talent Operations Partner
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Talent Operations Assistant
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Talent Operations Assistant
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Talent Operations Assistant

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