LinkedIn 用機器學習提供雇主可能的職缺對象

先前看到「Learning Hiring Preferences: The AI Behind LinkedIn Jobs」這篇,LinkedIn 用機器學習提供雇主可能的對象。

依照官方的說法,這次提到的改進是透過雇主的行為調整推薦。當雇主對某個人有興趣的時候,LinkedIn 就會調整演算法去配合雇主有興趣的條件:

Based on how you interact with candidates, our algorithm learns your preferences and delivers increasingly relevant candidates across the Jobs product. If you’re consistently interested in candidates who are, say, accountants with leadership skills, or project managers who are adept at social media, we’ll send you more of those. And this all happens online in real time so that your feedback is taken instantly into account.

透過模擬 20% 的加成:

This new algorithm, which is used throughout the Jobs platform, performs nearly 20% better than the previous version in generating recommendations when we simulate our members' past hiring activity.

在 social network 這種演算法其實就是同溫層 (Echo chamber、Filter bubble),在 LinkedIn 這樣的行為不知道會不會牽扯到 Discrimination 的議題...

MBPR 觸控板壓力回饋失效的問題

Short Version:遇到這個問題,只要把作業系統從 10.10 更新到 10.12 就好了:「Mac Users Reporting Widespread System Freezes With OS X El Capitan 10.11.4 Update」。


之前 MBPR 在過保後掛過一次送修 (常常無法開機,開起來後鍵盤與觸控板都沒有反應),當時把鍵盤與觸控板都換掉... 結果前幾天發生觸控板的壓力回饋失效的問題 (還是可以移動滑鼠游標與輕觸),但這幾天要去日本,想帶著處理事情,就先上 24h 買個 Magic Mouse 2 應急 (用 lightning 充電的那個版本,被嘲笑很醜的那個 XD)。

買回來後發現 Magic Mouse 2 的多點觸控與電量資訊沒有顯示在系統裡,翻了資料才發現要 10.11 之後的版本:

Bluetooth-enabled Mac computer with OS X v10.11 or later

耐著性子升級想說出國前至少把問題解決一些,升完後發現觸控板的回饋就回來了... 然後查資料發現是系統的 bug 造成的:

The freeze seems to affect not only the screen and mouse cursor but also the Mac's Force Touch trackpad, which completely loses feedback.

好吧就這樣吧 orz