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Avatar of 呂學炘.
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Data Science @Alfred Labs.
2017 ~ Present
Within two months
to drive other business projects. Quantifying and tracking the user experience. Analysis of the Ratings and Reviews. Tech Team Estimate the order of magnitude of users (for capacity planning). Clustering the performance of the different computer-vision algorithms. Performance evaluation of network routing. Using NLP as a solution for fixing ANR (Application Not Responding). ETL System. Auto-alarm system. EDUCATION University of Taipei, BS, Computer Science, 2012 ~ 2017 Transferred from the Mathematics department to the Computer Science department. The graduation thesis focused on analyzing user preference for phrases on the
Python
R
SQL
4-6 years
University of Taipei
Computer Science
Avatar of 廖昱程.
Avatar of 廖昱程.
Customer Engineer @iKala 愛卡拉互動媒體股份有限公司
2022 ~ Present
Within two months
Migo Yu-Cheng Liao NLP Engineer & Software Engineer | Interested in Sentiment Analysis and Social Computing Taipei,Taiwan [email protected] Work Experiences Naturint., NLP Scientist/Sr. Software Engineer, June/2018 – Present •Introduced and optimized the NLU model for our virtual assistant. •Responsible for content design, NLU model, data analysis, and UX optimization. •Executed NTD 20 million AI solution, which is the first virtual assistant by ChatBot in the aviation industry in Taiwan and it was released in September•Performed analysis and in-depth reviews of virtual assistants to improve product and troubleshooting
nlp machine learning
+python
AI & Machine Learning
Employed
Full-time
4-6 years
國立中央大學
認知與神經科學所

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Within two months
Data Science
Alfred Labs.
2017 ~ Present
Taipei, 台灣
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4-6 years
Management
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Python
R
SQL
MongoDB
Data Analytics
Machine Learning
visulization
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GCP
AWS
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Locations
Remote
Freelance
Educations
School
University of Taipei
Major
Computer Science
Print

Yoyo Lu, Data Analyst professional

[email protected]

Resourceful Data Analyst and Programmer with 5+ years of experience at Alfred Labs. Strong background in Mathematics and Computer Science.
Adept at providing crucial analysis to cooperating teams.

WORK EXPERIENCE

Alfred Labs., Data Science, Jul 2017 ~ Present

As an early employee of the company, I played a pivotal role in the development of our data infrastructure. This included the creation of robust ETL pipelines and automated dashboards, key advancements that enabled the entire organization to make data-driven decisions. My expertise in designing experiments, streamlining business metrics, and conducting causal inference analyses, significantly streamlined our decision-making process. 

Product and Marketing

  • Design the experiments and key metrics for hypothesis verification.
    • A/B Test Dashboard, automatically.
    • Unconventional experimental analysis (such as natural experiments, fuzzy RDD, etc.).
    • Optimize the effect of ads and payment pages from 0.8% to 3%.
    • SEO and ASO, increased the number of downloads by about 100% YoY for 3 years.
  • Designed and implemented business metrics.
    • Build revenue modules, such as LTV, Subscribe Retention, Conversion Funnel, etc.
    • Auto-sequence system of ads waterfall.
  • Categorized different user scenarios based on usage time and various custom labels.
    • These findings were leveraged to drive other business projects.
  • Quantifying and tracking the user experience.
  • Analysis of the Ratings and Reviews.

Tech Team

  • Estimate the order of magnitude of users (for capacity planning).
  • Clustering the performance of the different computer-vision algorithms.
  • Performance evaluation of network routing.
  • Using NLP as a solution for fixing ANR (Application Not Responding).
  • ETL System.
  • Auto-alarm system.

EDUCATION

University of Taipei, BS, Computer Science, 2012 ~ 2017

Transferred from the Mathematics department to the Computer Science department.

The graduation thesis focused on analyzing user preference for phrases on the message board PTT.

Mathematics

Number theory, Calculus, Linear algebra, Abstract algebra, Probability theory, and Statistics.

Computer Science

Database Systems, Introduction to Machine Learning, Introduction to Image Processing, Introduction to Data MiningDiscrete Mathematics, Java, Data Structures, Digital System Design, Operating Systems, Algorithms, Digital Circuit Laboratory, Computer Network, System Programming, Assembly Language, Computer Architecture, Formal Languages and Automata Theory, Engineering Mathematics, Dynamic Webpage Design, Programming for Mobile Phone, Introduction to Cryptography.

SKILLS

  • Python, R, Java, C, Assembly, JavaScript, ReactJS.
  • SQL, MongoDB.
  • Processing data with Interpretable Machine Learning Model (SVM, Random forest, logistic regression, linear regression, etc.) .
  • Experienced in using GCP and AWS, especially BigQuery and Data Studio.
  • Visualization tools, such as Plotly and matplotlib.
  • ETL pipeline and related tools, such as Airflow.


Resume
Profile

Yoyo Lu, Data Analyst professional

[email protected]

Resourceful Data Analyst and Programmer with 5+ years of experience at Alfred Labs. Strong background in Mathematics and Computer Science.
Adept at providing crucial analysis to cooperating teams.

WORK EXPERIENCE

Alfred Labs., Data Science, Jul 2017 ~ Present

As an early employee of the company, I played a pivotal role in the development of our data infrastructure. This included the creation of robust ETL pipelines and automated dashboards, key advancements that enabled the entire organization to make data-driven decisions. My expertise in designing experiments, streamlining business metrics, and conducting causal inference analyses, significantly streamlined our decision-making process. 

Product and Marketing

  • Design the experiments and key metrics for hypothesis verification.
    • A/B Test Dashboard, automatically.
    • Unconventional experimental analysis (such as natural experiments, fuzzy RDD, etc.).
    • Optimize the effect of ads and payment pages from 0.8% to 3%.
    • SEO and ASO, increased the number of downloads by about 100% YoY for 3 years.
  • Designed and implemented business metrics.
    • Build revenue modules, such as LTV, Subscribe Retention, Conversion Funnel, etc.
    • Auto-sequence system of ads waterfall.
  • Categorized different user scenarios based on usage time and various custom labels.
    • These findings were leveraged to drive other business projects.
  • Quantifying and tracking the user experience.
  • Analysis of the Ratings and Reviews.

Tech Team

  • Estimate the order of magnitude of users (for capacity planning).
  • Clustering the performance of the different computer-vision algorithms.
  • Performance evaluation of network routing.
  • Using NLP as a solution for fixing ANR (Application Not Responding).
  • ETL System.
  • Auto-alarm system.

EDUCATION

University of Taipei, BS, Computer Science, 2012 ~ 2017

Transferred from the Mathematics department to the Computer Science department.

The graduation thesis focused on analyzing user preference for phrases on the message board PTT.

Mathematics

Number theory, Calculus, Linear algebra, Abstract algebra, Probability theory, and Statistics.

Computer Science

Database Systems, Introduction to Machine Learning, Introduction to Image Processing, Introduction to Data MiningDiscrete Mathematics, Java, Data Structures, Digital System Design, Operating Systems, Algorithms, Digital Circuit Laboratory, Computer Network, System Programming, Assembly Language, Computer Architecture, Formal Languages and Automata Theory, Engineering Mathematics, Dynamic Webpage Design, Programming for Mobile Phone, Introduction to Cryptography.

SKILLS

  • Python, R, Java, C, Assembly, JavaScript, ReactJS.
  • SQL, MongoDB.
  • Processing data with Interpretable Machine Learning Model (SVM, Random forest, logistic regression, linear regression, etc.) .
  • Experienced in using GCP and AWS, especially BigQuery and Data Studio.
  • Visualization tools, such as Plotly and matplotlib.
  • ETL pipeline and related tools, such as Airflow.