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Data Engineer @TSMC 台積電
2022 ~ Present
資料分析師、演算法工程師、軟體工程師、軟體專案管理
Within one month
Backend Development
NLP
Python
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立中央大學 National Central University
網路學習科技研究所
Avatar of 宋浩茹 Ellie Sung.
AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Within one month
practical applications. Skills Languages: Python, R, SQL, MATLAB, C, C#, JavaScript, Node.js Software & Tools: PyTorch, PyTorch Lightning, Tensorflow, Scikit-Learn, NLTK , GCP, Linux, SQL / NoSQ , Pandas, Hugging Face, Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow, Git, Docker, Jenkins, Line Bot , Azure Bot Service, Tableau ML & NLP Techniques: LMOps, RAG, Fine-tune LLMs, Text Generation, Multi-Document Summarization, Recommendation System, Text Classification, Named Entity Recognition, CoT Research and Work Experience Research Assistant OctPresent Institute of Information Science, Academia Sinica, Taiwan Natural Language and Knowledge Processing Lab (NLP Lab) National Taiwan University Hospital (NTUH): Focused on exploring
Python
R
Natural Language Processing (NLP)
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立政治大學(National Chengchi University)
資訊科學系
Avatar of Patrick Hsu.
Avatar of Patrick Hsu.
Algorithm Research & Development @適着三維科技股份有限公司 TG3D Studio Inc.
2021 ~ Present
Software Engineer
Within one month
Patrick Hsu AI Research & Development As a seasoned AI engineer with six years of experience, I specialize in computer vision, 3D body model reconstruction, generative AI, and possessing some knowledge in natural language processing (NLP). | New Taipei City, [email protected] Work Experience (6 years) Algorithm Research & Design• TG3D Studio MayPresent A skilled engineer specialized in computer vision and generative AI with experience in developing and training AI models for digital fashion applications. Body AI: Virtual Try On Integrated cutting-edge technologies such as Stable Diffusion, ControlNet, and Prompt Engineering to create a sophisticated system for
Python
AI & Machine Learning
Image Processing
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立台灣大學
生物產業機電工程所
Avatar of 李慕全(MuChuan Li).
Avatar of 李慕全(MuChuan Li).
Past
Service Provider @Taron Solutions Limited
2023 ~ 2023
AI工程師、機器學習工程師、電腦視覺工程師、資料科學家、Machine Learning Engineer、Computer Vision Engineer、Data Scientist
Within one month
抓取金融新聞,將繁體文章標題與內文透過語言轉換工具(opencc)轉為簡體,最終使用情感分析工具(snownlp)進行股市漲跌分析。 技術:NLP、Beautifulsoup、 opencc 、 snownlp 、 Matplotlib 台灣景氣指標預測模型 side project 使用深度學習框架(Pytorch)自行搭建預測模型,以各式台灣景氣指標當作輸入,輸出未
Machine Learning
Computer Vision
Pytorch/Tensorflow
Unemployed
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立臺北科技大學
資訊工程
Avatar of 謝明翰.
Avatar of 謝明翰.
Past
後端工程師 @Canner (易開科技)
2023 ~ 2024
Senior Backend Engineer
Within one month
產品數據中台,專注於新功能開發、問題排查,並致力於優化團隊的開發流程。參與公司開源專案 accio 的 DSL parser 開發,負責開發 ChatGPT 自然語言獲取數據的 Plugin。 #Node.js #Typescript #Data Modeling #GraphQL 後端工程師 愛酷智能科技 AccuHit AI technology company 九月三月 2023 Taipei, Taiwan 主導團隊升級 PHP
Node.js / Express.js
Git-flow
Golang
Unemployed
Ready to interview
Full-time / Interested in working remotely
4-6 years
東海大學 Tunghai University
資訊工程
Avatar of 李昀庭.
Avatar of 李昀庭.
AI Engineer @Playsee
2022 ~ Present
資料分析師、資料科學家、產品經理
Within one month
李昀庭 Data scientist Taiwan 技能 Machine learning and Engineering skills: Python, Big Query, Google Storage, Linux, Docker, GCP, AWS, Scikit-learn, Tensorflow, Pytorch, MLOps, FastAPI, Machine Learning, Deep Learning, Computer Vision, NLP Experimental design, Project management, Product design English - TOEIC 725 工作經歷 AI工程師 Playsee NovPresent Taipei, Taiwan 自動化標註推薦系統 設計並實踐架構取代25個標註者並及時標記和篩選視頻審核內容。 設計並優化影片
Python
Project Management
Strategic Thinking
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
National Cheng Kung University
心理所(認知科學所)
Avatar of 喬康豪.
Avatar of 喬康豪.
全端工程師 @中冠資訊股份有限公司
2021 ~ Present
網站後端工程師
Within one month
換成文字 清華大學 National Tsing Hua University, 深度學習工程師 deep-learning-engineer, Oct 2017 ~ Sep 2018 實驗室要導入時間序列相關深度學習之先導研究,題目為自然語言處理,利用tensorflow搭建NLP語言模型 (1) 文本分類:利用RNN與CNN進行文本分類。 (2) Word to vector:文字向量轉化 (3) 文本摘要總結:利
Vue.js
Node.js / Express.js
k8s
Employed
Ready to interview
Full-time / Interested in working remotely
6-10 years
清華大學 National Tsing Hua University
核子工程 nuclear engineering
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Avatar of the user.
系統應用開發課 Senior Engineer @久元電子股份有限公司 Youngtek Electronics Co.
2019 ~ Present
資深前端工程師
Within one month
Web Developer
SQL Server
Oracle Database
Employed
Ready to interview
Full-time / Interested in working remotely
6-10 years
中原大學
資訊管理學系
Avatar of 陳惠龍.
Avatar of 陳惠龍.
Data science lecturer @Ittraining
2020 ~ Present
Data Scientist 資料科學家_數據分析師
Within one month
HUEY-LONG CHEN 陳惠龍 Kaggle Competitions Expert: https://www.kaggle.com/alanchen1115 Competitions: NLP (自然語言處理): - Silver medal (solo): (Kaggle) The Learning Agency Lab - PII Data Detection: Develop automated techniques to detect and remove PII from educational data. 2024/04/24 - Silver medal (solo): (Kaggle) U.S. Patent Phrase to Phrase Matching: Help Identify Similar Phrases in U.S. Patents, 2022/06/21 Recommendation system (推薦系統): - Silver medal (solo): (Kaggle) OTTO – Multi-Objective Recommender System: Build a
nlp-rasa
recommender system
pytorch tensorflow
Employed
Open to opportunities
Part-time / Interested in working remotely
More than 15 years
Purdue University
School of civil engineering (Stochastic & statistical hydrology)
Avatar of the user.
Avatar of the user.
商業分析師 @凱基商業銀行股份有限公司
2021 ~ Present
Data Analyst、Data Engineer、Data Scientist、Customer Experience Analyst
Within one month
Python
English as a Second Language (ESL)
Excel
Employed
Open to opportunities
Full-time / Interested in working remotely
4-6 years
國立政治大學(National Chengchi University)
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國立臺灣科技大學 National Taiwan University of Science and Technology
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Print

               

林崇恩

Chong-En Lin

國立臺灣科技大學資訊工程所畢,研究領域包含語音辨識(ASR)、資訊檢索(IR)、自然語言處理(NLP)等,熟悉使用深度學習/機器學習技術。參與過國內外深度學習相關應用的比賽和研討會,有良好的溝通和團隊合作經驗,且具備獨立解決問題和學習新知的能力。

  : Taiwan

  : [email protected] 

: 0966206108

Education

2019 - 2022

國立臺灣科技大學 (NTUST)

資訊工程系(CSIE) 碩士 GPA: 4.15/4.3          • NLP Lab

  • 研究領域:語音辨識、資訊檢索、深度學習、自然語言處理
  • 論文:基於語音和文本共享語意空間的高效Transformer架構非自迴歸語音辨識模型

2015 - 2019

國立臺灣科技大學 (NTUST)

資訊工程系(CSIE)  學士 GPA: 3.77/4.0

Experience

國立臺灣科技大學 資訊檢索與其應用 課程助教

  • 協同課程作業建構及更改

Sep 2020 - Jan 2021

Oral presentation at ROCLING 2020 

  • 論文: A Preliminary Study on Using Meta-learning Technique for Information Retrieval

Sep 2020

應用於對話商務之Meta learning技術研究 •  國立臺灣科技大學工業技術研究院計畫

  • 使用元學習技術(Meta learning)於資訊檢索任務之初步研究

May 2020 - Sep 2020

Awards

AIdea 人工智慧共創平台【語音資料辨識分類】議題 

  • 第一名 (前1%,1/125)
  • 參賽者須透過音檔進行辨識,並且將其分成八大分類
  • 建立ASR模型、IR模型、基於BERT架構文本分類器和網路爬蟲技術

KDD Cup 2020 Challenges for Modern E-Commerce Platform: Multimodalities Recall

  • 三十六 (前2.5%,36/1433)
  • 參賽者根據用戶的文本查詢,對商品圖片進行相關性排序,並找到最相關的5個商品圖片
  • 建立跨模態模型 (文本和圖片),透過表徵學習和對比學習訓練文本和圖片之間的關係

Publication

Lin, Chong-En and Kuan-Yu Chen. “A Lexical-aware Non-autoregressive Transformer-based ASR Model.” (INTERSPEECH 2023).

Chong-En Lin and Kuan-Yu Chen. 2020. A Preliminary Study on Using Meta-learning Technique for Information Retrieval. In Proceedings of the 32nd Conference on Computational Linguistics and Speech Processing (ROCLING 2020).

Projects

基於語音和文本共享語意空間的高效Transformer架構非自迴歸語音辨識模型 (以 Pytorch 實作)

  • 提出一個新穎的非自迴歸端到端語音辨識模型 (SATSS -NAT),在中文/英文/日文語音資料集上分別取得SOTA和競爭性的結果
  • SATSS-NAT在AISHELL-1 中,相對於AR transformer baseline字錯誤率上降低23.7%,辨識速度快58倍
  • SATSS-NAT在AISHELL-1 中,在小規模參數NAR模型中取得SOTA的成績

結合與模型無關的元學習演算法和深層結構語義模型在資訊檢索任務上 (以 Pytorch 實作)

  • 提出運用元學習(Meta Learning)中與模型無關的元學習演算法(Model-Agnostic Meta-Learning, MAML)於資訊檢索任務,在基於深層結構語義模型(DSSM)上進行訓練,得到模型(MAML-DSSM)在效能方面有所提升

語音辨識架構實作

  • 依照論文使用Pytorch實作基於 Transformer 架構之語音辨識器 (如: Speech-Transformer、LASO、CASS-NAT)
  • 使用過Espnet、Wave2vec 2.0 等語音辨識工具

基於條件式觀念的購物助手

  • 開發出一個購物助手系統,藉由網路爬蟲自動搜尋和關注使用者所需的商品價格,並且透過網頁和LINE Chatbot兩個介面端呈現

Skills

程式語言


  • Python
  • C
  • C++
  • 深度學習(Deep Learning)
    • Pytorch

人工智慧


  • 自然語言處理(NLP)
    • 語音辨識
    • 語音分類
    • 資訊檢索
    • 文本摘要
    • 文字分類
    • 語言模型
    • 推薦系統

其它


  • Git 
  • Flask 
  • SQLite
  • Scikit-learn
  • AWS Lambda
  • Docker
  • PySpark



Resume
Profile

               

林崇恩

Chong-En Lin

國立臺灣科技大學資訊工程所畢,研究領域包含語音辨識(ASR)、資訊檢索(IR)、自然語言處理(NLP)等,熟悉使用深度學習/機器學習技術。參與過國內外深度學習相關應用的比賽和研討會,有良好的溝通和團隊合作經驗,且具備獨立解決問題和學習新知的能力。

  : Taiwan

  : [email protected] 

: 0966206108

Education

2019 - 2022

國立臺灣科技大學 (NTUST)

資訊工程系(CSIE) 碩士 GPA: 4.15/4.3          • NLP Lab

  • 研究領域:語音辨識、資訊檢索、深度學習、自然語言處理
  • 論文:基於語音和文本共享語意空間的高效Transformer架構非自迴歸語音辨識模型

2015 - 2019

國立臺灣科技大學 (NTUST)

資訊工程系(CSIE)  學士 GPA: 3.77/4.0

Experience

國立臺灣科技大學 資訊檢索與其應用 課程助教

  • 協同課程作業建構及更改

Sep 2020 - Jan 2021

Oral presentation at ROCLING 2020 

  • 論文: A Preliminary Study on Using Meta-learning Technique for Information Retrieval

Sep 2020

應用於對話商務之Meta learning技術研究 •  國立臺灣科技大學工業技術研究院計畫

  • 使用元學習技術(Meta learning)於資訊檢索任務之初步研究

May 2020 - Sep 2020

Awards

AIdea 人工智慧共創平台【語音資料辨識分類】議題 

  • 第一名 (前1%,1/125)
  • 參賽者須透過音檔進行辨識,並且將其分成八大分類
  • 建立ASR模型、IR模型、基於BERT架構文本分類器和網路爬蟲技術

KDD Cup 2020 Challenges for Modern E-Commerce Platform: Multimodalities Recall

  • 三十六 (前2.5%,36/1433)
  • 參賽者根據用戶的文本查詢,對商品圖片進行相關性排序,並找到最相關的5個商品圖片
  • 建立跨模態模型 (文本和圖片),透過表徵學習和對比學習訓練文本和圖片之間的關係

Publication

Lin, Chong-En and Kuan-Yu Chen. “A Lexical-aware Non-autoregressive Transformer-based ASR Model.” (INTERSPEECH 2023).

Chong-En Lin and Kuan-Yu Chen. 2020. A Preliminary Study on Using Meta-learning Technique for Information Retrieval. In Proceedings of the 32nd Conference on Computational Linguistics and Speech Processing (ROCLING 2020).

Projects

基於語音和文本共享語意空間的高效Transformer架構非自迴歸語音辨識模型 (以 Pytorch 實作)

  • 提出一個新穎的非自迴歸端到端語音辨識模型 (SATSS -NAT),在中文/英文/日文語音資料集上分別取得SOTA和競爭性的結果
  • SATSS-NAT在AISHELL-1 中,相對於AR transformer baseline字錯誤率上降低23.7%,辨識速度快58倍
  • SATSS-NAT在AISHELL-1 中,在小規模參數NAR模型中取得SOTA的成績

結合與模型無關的元學習演算法和深層結構語義模型在資訊檢索任務上 (以 Pytorch 實作)

  • 提出運用元學習(Meta Learning)中與模型無關的元學習演算法(Model-Agnostic Meta-Learning, MAML)於資訊檢索任務,在基於深層結構語義模型(DSSM)上進行訓練,得到模型(MAML-DSSM)在效能方面有所提升

語音辨識架構實作

  • 依照論文使用Pytorch實作基於 Transformer 架構之語音辨識器 (如: Speech-Transformer、LASO、CASS-NAT)
  • 使用過Espnet、Wave2vec 2.0 等語音辨識工具

基於條件式觀念的購物助手

  • 開發出一個購物助手系統,藉由網路爬蟲自動搜尋和關注使用者所需的商品價格,並且透過網頁和LINE Chatbot兩個介面端呈現

Skills

程式語言


  • Python
  • C
  • C++
  • 深度學習(Deep Learning)
    • Pytorch

人工智慧


  • 自然語言處理(NLP)
    • 語音辨識
    • 語音分類
    • 資訊檢索
    • 文本摘要
    • 文字分類
    • 語言模型
    • 推薦系統

其它


  • Git 
  • Flask 
  • SQLite
  • Scikit-learn
  • AWS Lambda
  • Docker
  • PySpark