Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
探索數據未來
Search
LINE Developers Taiwan
PRO
February 19, 2025
Technology
0
30
探索數據未來
20250219 台大資料分析與決策社-職涯分享課程 present by Dan Chen
LINE Developers Taiwan
PRO
February 19, 2025
Tweet
Share
More Decks by LINE Developers Taiwan
See All by LINE Developers Taiwan
菸酒生在 LINE Taiwan 的後端雙刀流
line_developers_tw
PRO
0
1.2k
讓測試不再 BB! 從 BDD 到 CI/CD, 不靠人力也能 MVP
line_developers_tw
PRO
0
1.3k
DB 醬,嗨!哪泥嘎斯基?
line_developers_tw
PRO
0
1.3k
比起獨自升級 我更喜歡 DevOps 文化 <3
line_developers_tw
PRO
0
1.3k
工具人的一生: 開發很多 AI 工具讓我 慵懶過一生
line_developers_tw
PRO
0
1.2k
從四件事帶你見識見識 事件驅動架構設計 (EDA)
line_developers_tw
PRO
0
1.1k
TODAY 看世界(?) 是我們在看扣啦!
line_developers_tw
PRO
0
1.3k
你想成為什麼樣的開發者?
line_developers_tw
PRO
0
26
研究生的 LINER生活
line_developers_tw
PRO
0
28
Other Decks in Technology
See All in Technology
NewSQLや分散データベースを支えるRaftの仕組み - 仕組みを理解して知る得意不得意
hacomono
PRO
3
180
敢えて生成AIを使わないマネジメント業務
kzkmaeda
2
460
Sansanのデータプロダクトマネジメントのアプローチ
sansantech
PRO
0
170
MobileActOsaka_250704.pdf
akaitadaaki
0
150
Lufthansa ®️ USA Contact Numbers: Complete 2025 Support Guide
lufthanahelpsupport
0
210
Enhancing SaaS Product Reliability and Release Velocity through Optimized Testing Approach
ropqa
1
240
AI エージェントと考え直すデータ基盤
na0
11
3.2k
DatabricksにOLTPデータベース『Lakebase』がやってきた!
inoutk
0
120
Zero Data Loss Autonomous Recovery Service サービス概要
oracle4engineer
PRO
2
7.8k
shake-upを科学する
rsakata
6
540
United airlines®️ USA Contact Numbers: Complete 2025 Support Guide
unitedflyhelp
0
330
CDKTFについてざっくり理解する!!~CloudFormationからCDKTFへ変換するツールも作ってみた~
masakiokuda
1
170
Featured
See All Featured
Why You Should Never Use an ORM
jnunemaker
PRO
58
9.4k
How to Ace a Technical Interview
jacobian
278
23k
The Art of Programming - Codeland 2020
erikaheidi
54
13k
Rails Girls Zürich Keynote
gr2m
95
14k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
248
1.3M
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
357
30k
Site-Speed That Sticks
csswizardry
10
690
Build The Right Thing And Hit Your Dates
maggiecrowley
36
2.8k
Improving Core Web Vitals using Speculation Rules API
sergeychernyshev
18
970
What’s in a name? Adding method to the madness
productmarketing
PRO
23
3.5k
Designing Experiences People Love
moore
142
24k
VelocityConf: Rendering Performance Case Studies
addyosmani
332
24k
Transcript
探索數據未來 機器學習應用與職涯發展 Speaker: Dan Chen
01 02 03 04 ML 101 & 商業案例 專案經驗分享 能力養成與建議
個人職涯發展 05 Q&A CONTENT
我不是本科生,我該怎麼突破? 01 個人職涯發展
Dan Chen LINE Taiwan EC Dev - Data Scientis All
about Recommendation ….
Dan Chen LINE Taiwan EC Dev - Data Scientis Work
Experience Side Project 我不是本科生,但如何突破? Intern Work - Consultant (Startup / traditional industries) - DS4G (domestic violence / social housing / elderly issues) - TWiDS / WiDS - Publish TF2.0 books
機器學習與商業案例 02 ML 101
特點項目文字 特點項目 AI / ML 特點項目文字 特點項目 特點項目文字 特點項目 什麼是
差別在哪裡?
什麼是ML? (1/2) ML/DL 𝑓(𝓍) Training 𝑓( ) 強尼戴普 Image Recognition
𝑓( ) 一袋米扛幾樓 Speech Recognition
什麼是ML? (2/2) ML/DL Supervised (有Label [Y]) Self - Supervised (無Lablel)
應用:營銷預測 / 股價預測 / CTR預測 … 等等 應用:顧客分群 / 圖片產生 / 文章產生 … 等等 𝓧 →𝓨 𝓧 → 𝖃
Why Deep learning? 運算力的增強 & GPU運算 Deep NN > Shallow
NN 需要一個很潮的演算法 存取大量的數據
ML Concept yout should know Feature Engineering Model Training Validation
Deployment
Future? Catherine Wood AKA 女版巴菲特 AKA 乾媽
專案辛苦蝦郎災 03 專案經歷
Task Workflow Task Demand Demand Analyze Task Split (Ticket) ETL
Design Deploy *https://www.flaticon.com/
*https://www.flaticon.com/ 商業案列ㄧ
推薦系統藏在生活每一個角落 16 隨機推薦 熱門排行 以內容為基礎推薦 協同過濾 就是...random()... 但有時候常發會奇效 可恥,但有用 針對時效性、熱門議
題商品有用 針對商品內容進行推 薦,計算相似度。 可用於冷啟動 - Model Based - Memory Based
*https://www.flaticon.com/ 預測用戶上站是否會點擊廣告 商業案列二
Be a yes man 04 能力養成與建議
大學三年... 小魯的建議 課業成績 Side Project / 畢業專題 大學四年 -> License
or 國外線上證明 參加Meetup / Conference or 經營Linkdin 參加Apache開源專案 ( 源來是你) Goal: Intern or 考研
General... Coding Skills Business Concept * 箭頭方向程度越高 Intern Junior *
Basic skills * Basic Knowledge * Domain Knowledge * Advance skills test * Basic domain * Knowledge Set (Requirement)
Salary... * https://ca.indeed.com/career-advice/finding-a-job/data-scientist-vs-data-engineer * https://guide.104.com.tw/salary/job/ DA DS MLE / DE
實際來說... 人人必須雙刀流 ~三刀流
05 Q&A
For LLM coming 06 GenAI Bonus
AI https://medium.com/p/a819ae2d9779
AI https://medium.com/p/a819ae2d9779
Research Source: Gartner Data & Analytics Summit Conference (2024), How
to Make Your Data AI-Ready and Why It Matters. Image created by the author of this post.
None
None