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Past
Senior System Engineer @佛氏電腦軟體
2019 ~ 2023
Senior System Engineer
Within one month
Algorithm
LinkedIn
Design
Unemployed
Ready to interview
Taiwan
Full-time / Interested in working remotely
6-10 years
Fu Jen Catholic University
Computer Science and Information Engineering
Avatar of Yves Hsu.
Avatar of Yves Hsu.
資深工程師 @億力資訊股份有限公司
2023 ~ 2024
資深前端工程師
Within one month
Prototype)進行驗證,確保功能合理性與介面易用性。並在使用者測試階段,針對反饋進行快速迭代調整,以符合使用者需求。 Skills: Modular programming, data normalization, data visualization, TypeScript, asymmetric encryption-based algorithms Jul'16 - Jul'19 Deputy Manager of R&D 聯合百科電子出版有限公司 台北 , 台灣 研發漢字全文檢索的資料庫 ►研發高
Web Developer
SQL Server
Oracle Database
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
6-10 years
中央大學
資訊管理學系
Avatar of 曾志傑 George Tseng.
Avatar of 曾志傑 George Tseng.
Senior iOS Developer @SEEKTOP SERVICE MANAGEMENT INC
2023 ~ Present
部門主管
Within one month
SERVICE MANAGEMENT INC • Remote • Oct 2023 – Present Develop and maintain apps such as sports betting platforms and blockchain wallets, as well as private libraries (e.g., networking modules) Apply MVVM architecture Write unit tests for private libraries Collaborate closely with backend teams to define RESTful APIs and WebSocket data structures Design multilingual support systems Refactor and optimize existing code and logic Participate in technical reviews and code reviews Software Engineering Lead Falcon Ace Digital Solutions Inc. • Dec 2021 – Aug 2023 Products: ChatAI Browser – AI chatbot browser integrating Siri, Shortcuts, private mode, and tracker blocking ( link ) WishBuy E
Swift
RxSwift
MVVM
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
More than 15 years
National Dong Hwa University
Computer Science and Information Engineering
Avatar of Saori Hsieh.
Avatar of Saori Hsieh.
Development Assistant Manager @Jardine Restaurant Group
2023 ~ Present
系統分析師、全端工程師、軟體開發工程師
Within one month
Conducted system analysis and collaborated with cross-functional teams to address key user pain points , reducing system issue reports and customer complaints. Accelerated requirement analysis and resolution time by 50% , enhancing operational efficiency. Senior Software Engineer • Jardine Restaurant Group MarchApril 2023 Reverse-engineered a complex undocumented system, optimizing data structures to achieve a 50% faster response speed and resolving 80% of user issues , leading to a significant increase in user satisfaction. Optimized database queries , reducing average response time from 10 seconds to 2 seconds and cutting system maintenance costs by 30% . Led system emergency response , independently
C#.NET development
C# ASP.NET
System Analyst
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
10-15 years
Providence University
資訊管理學系
Avatar of 陶俊良.
Offline
Avatar of 陶俊良.
Offline
Senior Data Analyst @Gamania 遊戲橘子數位科技股份有限公司
2024 ~ Present
Data Analyst、Data Engineer、Data Scientist、Customer Experience Analyst
Within one month
primary programming languages. I am always open to learning new things, such as learning new data structure from blockchain. I am currently very interested in blockchain data and on-chain user segamentation. I was working in digital media, advertising (DSP, SSP, DMP platforms), gaming user analyst, blockchain data exploration like Dune dashboard. I have many practical applications and ideas for user and customer analysis on platforms such as broadcasting networks, e-commerce, social media, CDP. For example, how to get our customers' value, how to use external data and resources to get the data more
python
R
MySQL
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
4-6 years
臺灣大學
流行病學與預防醫學所 生物統計組
Avatar of LLC.
Avatar of LLC.
Bigdata Engineer @BiMAP Inc.
2024 ~ Present
軟體工程師
Within one month
. Software Engineer Taipei Taiwan [email protected] Skills Language and Framework Golang Java Spring boot Spring JPA Mybatis Database PostgreSQL ElasticSeatch InfluxDB SQLite H2 MongoDB other Ubuntu GCP VirtualBox Docker Gitlab CICD Git SVN Design Patterns Object Oriented Programming Career Biography I am now working in a data analysis solution company. I mainly develop log searching features and build the server environment. Throughout my career, I have always been on the front line with my clients and handled them properly. This shows my ability to communicate well with clients, understand their needs, and work
Java
Data Structures
Algorithm
Employed
Open to opportunities
Taiwan
Full-time / Interested in working remotely
4-6 years
National Taipei University of Technology
Industrial Engineering and management
Avatar of Sam Lee.
Avatar of Sam Lee.
Software Engineer @Google
2024 ~ Present
Software Engineer
Within one month
.com/fightcenter/fighters/min-hsien-lee Fight Highlights: https://youtu.be/E6Tm3tfhg2I Education National Taiwan University Master's Degree in Mechanical Engineering Bachelor's Degree in Mechanical Engineering 2016~~2016 Projects Panel Saw: https://www.cakeresume.com/portfolios/panel-saw CNC Process Path Planner: https://www.cakeresume.com/portfolios/cnc-process-path-planner Skills Programming: C, C++, C#, Verilog Tools & Frameworks: Git, SVN, Visual Studio Skills: Data Structures, Algorithms, Object-Oriented Programming, Design P...
Software Engineering
Software Development
Firmware
Employed
Open to opportunities
Taiwan
Full-time / Interested in working remotely
6-10 years
國立台灣大學
機械工程
Avatar of the user.
Avatar of the user.
Software Engineer @IBM India Pvt Ltd
2024 ~ Present
Within one month
Java
MySQL
Spring Boot
Employed
Open to opportunities
India
10-15 years
Shri G S Institute of Technology & Science
Information Technology
Avatar of 蔡汶學.
Avatar of 蔡汶學.
golang 後端工程師 @方格子(新銳數位股份有限公司)
2019 ~ 2025
Golang工程師
Within one month
including Aliyun mobile push API. Applied design patterns, notably the Factory pattern, to enhance development practices. Utilized Git flow for version control. Gained experience with Redis and implemented GRPC for efficient communication. Skills Languages: Golang , Python, JavaScript, C++, Java; HTML, CSS, SQL. Services: AWS (EC2, ECS, ECR, ElastiCache, CloudWatch, SES, CodePipeline), Cloudflare Frameworks: Gin, Django, Flask. Databases: MySQL, MongoDB, Redis, Meilisearch Testing: unit, regression, automation testing, e2e testing. Architecture: OOP, Design Patterns, Data Structure, Algorithm. DevOps: Self-hosting with Docker (Grafana & Prometheus, Metabase, Caddy, cadvisor). Certifications ...
Golang
MongoDB
caddy
Employed
Open to opportunities
Taiwan
Full-time / Interested in working remotely
4-6 years
國立台北科技大學 NTUT
電資學士班資訊工程
Avatar of the user.
Avatar of the user.
Past
Software Engineer @Google
2021 ~ 2024
Software Engineer
Within one month
Java
python
typescript
Unemployed
Open to opportunities
Full-time / Interested in working remotely
10-15 years
國立清華大學 National Tsing Hua University
Computer Science

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Logo of Gamania 遊戲橘子數位科技股份有限公司.
Gamania 遊戲橘子數位科技股份有限公司
2024 ~ Present
Taipei, 台灣
台灣
Professional Background
Current status
Employed
Job Search Progress
Ready to interview
Professions
Data Scientist, Machine Learning Engineer, Information Analyst
Fields of Employment
Games, Blockchain, Digital Marketing / Data Marketing
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
python
R
MySQL
PhpMyAdmin
AWS
BigQuery
Big Data
Machine Learning
Deep Learning
Autoscaling
Statistical Analysis
Google Cloud Platform
Linux
Tableau
Blockchain
Languages
English
Intermediate
Chinese
Native or Bilingual
Job search preferences
Positions
Data Analyst、Data Engineer、Data Scientist、Customer Experience Analyst
Job types
Full-time
Locations
Taipei, 台灣, Tainan, 東區台南市台灣
Remote
Interested in working remotely
Freelance
Yes, I freelance in my spare time
Educations
School
臺灣大學
Major
流行病學與預防醫學所 生物統計組
Print

陶俊良 

(Tao,Chun-Liang)

  Taipei, Taiwan

Email: [email protected]

Phone: 0910785016

  I am very sensitive to data and enjoy finding inspiration and ideas from them. I am proficient in machine learning, LLM and recommendation systems, EVM blockchain analytics, and currently use Python as my primary programming languages. 

  I am always open to learning new things, such as learning new data structure from blockchain. I am currently very interested in blockchain data and on-chain user segamentation. I was working in digital media, advertising (DSP, SSP, DMP platforms), gaming user analyst, blockchain data exploration like Dune dashboard.

  I have many practical applications and ideas for user and customer analysis on platforms such as broadcasting networks, e-commerce, social media, CDP. For example, how to get our customers' value, how to use external data and resources to get the data more benefit, and many other practical applications and ideas. My goal is to use data to make company growth successful and get more commany user info to maximize the benefits of data.

Let Data help life better!

Work experience

Senior Data Analyst

Gamania 遊戲橘子數位科技股份有限公司  •  六月 2024 - Present

  • Main Responsibilities:
    • Re-Planning the new app recommend system 
    • Integrating the company data pipeline
    • Through analyzing the user behavior, optimizing the app function and establishing new functions 
    • Helping customer service staff communicate with a big data team to optimize their jobs
    • Researching new AI project like detecting game cheaters
    • Designing new app function experiment 
  • Project details:
    1. Optimizing the app  
      1. Planning a new function pipeline on the app and using a recommendation system model and tag system.
      2. Routinely reviewing the old function and updating the function version with the tracking data
    2. Planing the data integration of the different departments
      1. Planning the data ETL
      2. Establishing the dashboard and machine learning model 
      3. Drawing up a new function api format
    3. Analyzing and experimenting with the gamer behavior in the app  
      1. Rising the user game and app engagement through the encouragement and rewards from app.
      2. Exploring the users' interests and designing them as routine activities or new functions.
      3. classificating customer to different levels and design the levels function to maintaining the high-level customer behavior.

Senior Data Analyst 

Portto 門戶科技| Blocto  •  九月 2022- 三月 2024

  • Main Responsibilities:
    • Establishing Data Pipeline
    • Exploring new product features and competitor analysis on Dune Dashboard on the EVM
    • User tagging for the Growth team (including Discord bot for monitoring
  • Project details:
    1. Data Pipeline
      1. Regularly integrating client-side and BE data with external APIs and data collected by bots on Bigquery
      2. Establishing a systematic coding data table combined with Slack bot command manual and automatic data replenishment
      3. Daily data monitoring with Slack bot
      4. Planning client-side (app, sdk js) Amplitude event tracking to maximize data collection
      5. Using existing data to set company and growth team short-term indicators and conducting demos with Looker Studio for easy operation
      6. Segmenting and analyzing user data to maximize marketing benefits for valuable users and facilitate customer service personnel in managing VVIP customers, similar to CDP
      7. Using bots and APIs to collect Discord and Twitter data regularly to monitor user feedback and interaction behavior
    2. Dune Dashboard
      1. Establishing statistical standards to monitor newer or rapidly popular Dapp projects on EVM
      2. Regularly monitoring competitor behavior on the blockchain for specific features (ex. AA, Batch tx of Blocto (smart contract wallet))
      3. Collaborating with BI to plan the entire product context and ideas, explore new markets as much as possible, and establish data strategies and projects needed for growth
    3. User tagging for the Growth team (including Discord bot for monitoring)
      1. Using on-chain data to periodically observe the relationship between assets and their transaction behavior interactions
      2. Using data from our own app to periodically check user interaction behavior and maximize its benefits, find patterns, and find ways to replicate to bring in more users.

Machine learning engineer supervisor

Gamania 遊戲橘子數位科技股份有限公司  •  九月 2021 - 九月 2023

  • Main Responsibilities:
    • Maintaining the data pipeline for game logs in Lineage M game
    • Planning data projects for Lineage M
    • Establishing machine learning models for Lineage M
    • Designing and optimizing the company's machine learning systems and processes
    • Simulating and integrating data from the game platform and headquarters for the company
    • Providing reports for monitoring abnormal game behaviors for operations
  • Company Awards:
    • The company MVP for December 2021
  • Project detail:
    1. Player segmentation analysis
      1. Responsible for detecting specific player characteristics from game player logs and using k-means algorithm to group players to achieve initial player segmentation and game quality control. Additionally, establishing a data pipeline using data mining to appropriately punish players of illegal behavior, forcing them to disappear from the game and improving the game experience, monitoring abnormal game recharge behavior, and further reducing the company's property loss in the game.
    2. MLOPS
      1. Designing a complete machine learning control process flowchart and architecture, establishing a template for the initial version of the model program control with the team, facilitating data preprocessing and version control of machine learning for various projects, monitoring the quality of all data predicted by the model, further reducing engineer maintenance time and more efficiently controlling online models. Additionally, it facilitates A/B testing and online testing when developing new models, making testing to online smoother and version rollback and management more convenient.
    3. Tag system architecture
      1. Designing a player behavior tag architecture diagram, hoping to achieve player behavior control and player marketing techniques.

 

Data Analyst Supervisor

Clickforce 域動行銷股份有限公司  •  一月 2020 - 九月 2021 

  • Main Responsibilities:
    • Optimizing SSP ad playback quality and report production
    • Optimizing DSP ad effectiveness
    • Optimizing DMP report production.
  • Project detail:
    1. Auto crawler 
      1. Automatically plans the required machines based on the number of newly added media sites each day, and distributes machine resources to save GCP VM costs. It crawls all sites and monitors the number of crawls daily through an automated report.
    2. BERT Model Predicts Article Categories and Combines with Word Segmentation System, TW-IWF, and WV
      1. Predicts each article's category and its associated keywords and similar keyword terms for advertisement and data analysis services to provide customers with web user analysis reports.
    3. Automated Recommender System for CTR 
      1. Uses a recommender system to predict clicks based on user behavior within the broadcast network. This has resulted in a growth of 2x or more in advertising CTR.
    4. Predicting Gender and Age with XGBoost (Predicts User's Real Gender and Age)
      1. Uses cookies to predict the gender and age of a user based on their behavior on various media platforms. The accuracy rate for gender prediction is 80%.

Research Assistant

NTU Center of Genomic and Precision Medicine  •  十月 2019 - 一月 2020

  • Main Responsibilities:
    • Paper research 
  • Project detail:
    1. RNA IMPUTATION Research
      1. Predixcan&S-Predixcan Research 
    2. I wrote the draft for the paper titled "A risk prediction model of gene signatures in ovarian cancer through bagging of GA-XGBoost models"

Side project

Spiral AI Lending Bot

  • Project Goal: Using AI to calculate the best lending rates and  auto set a USD lending order for user in Bitfinex 
    • Main Responsibilities:
      • Training the a AI model to decide the rate which would be set in lending order by periods.
      • Data pipeline
      • Social and landing page 
    • Current Results:
      • The lending rate spread for lower-tier members is 1-3% higher than that of competitors.
  • Future Vision:
    • More custom functions like period
    • iterative model parameter 

Education

Sep 2017 - Jun 2019

National Taiwan University

Institute of Epidemiology and Preventive Medicine (majored in bio-statistic)

論文: 以機器學習方法建構卵巢癌病患之基因預後模型 (參加ICIBM國際會議)

Published on Journal of Advanced Research May 2021

A risk prediction model of gene signatures in ovarian cancer through bagging of GA-XGBoost models (quoted by 15 times until 2024-03 )

Sep 2013 - Jun 2017

National Cheng Kung University

Statistics

Data Analysis Projects During School:

  1. Online News Popularity
  2. The Relationship Between Ice Cap Area and Sea Level
  3. Saint Tome Malaria Mosquito
  4. 2018 Taipei Mayoral Election Prediction
  5. The Hidden Dangers Behind Terrorist Attacks
  6. Semiconductor Process - Wafer Image Analysis

技能

Programming Language


  • Python

DataBase


  • Bigquery
  • Athena
  • Mysql
  • Sql
  • S3
  • Storage
  • Redis

Cloud Platform


  • AWS
  • GCP

Command Bot


  • Slack Bot
  • Discord Bot

Dashboard & Event tracking 


Resume
Profile

陶俊良 

(Tao,Chun-Liang)

  Taipei, Taiwan

Email: [email protected]

Phone: 0910785016

  I am very sensitive to data and enjoy finding inspiration and ideas from them. I am proficient in machine learning, LLM and recommendation systems, EVM blockchain analytics, and currently use Python as my primary programming languages. 

  I am always open to learning new things, such as learning new data structure from blockchain. I am currently very interested in blockchain data and on-chain user segamentation. I was working in digital media, advertising (DSP, SSP, DMP platforms), gaming user analyst, blockchain data exploration like Dune dashboard.

  I have many practical applications and ideas for user and customer analysis on platforms such as broadcasting networks, e-commerce, social media, CDP. For example, how to get our customers' value, how to use external data and resources to get the data more benefit, and many other practical applications and ideas. My goal is to use data to make company growth successful and get more commany user info to maximize the benefits of data.

Let Data help life better!

Work experience

Senior Data Analyst

Gamania 遊戲橘子數位科技股份有限公司  •  六月 2024 - Present

  • Main Responsibilities:
    • Re-Planning the new app recommend system 
    • Integrating the company data pipeline
    • Through analyzing the user behavior, optimizing the app function and establishing new functions 
    • Helping customer service staff communicate with a big data team to optimize their jobs
    • Researching new AI project like detecting game cheaters
    • Designing new app function experiment 
  • Project details:
    1. Optimizing the app  
      1. Planning a new function pipeline on the app and using a recommendation system model and tag system.
      2. Routinely reviewing the old function and updating the function version with the tracking data
    2. Planing the data integration of the different departments
      1. Planning the data ETL
      2. Establishing the dashboard and machine learning model 
      3. Drawing up a new function api format
    3. Analyzing and experimenting with the gamer behavior in the app  
      1. Rising the user game and app engagement through the encouragement and rewards from app.
      2. Exploring the users' interests and designing them as routine activities or new functions.
      3. classificating customer to different levels and design the levels function to maintaining the high-level customer behavior.

Senior Data Analyst 

Portto 門戶科技| Blocto  •  九月 2022- 三月 2024

  • Main Responsibilities:
    • Establishing Data Pipeline
    • Exploring new product features and competitor analysis on Dune Dashboard on the EVM
    • User tagging for the Growth team (including Discord bot for monitoring
  • Project details:
    1. Data Pipeline
      1. Regularly integrating client-side and BE data with external APIs and data collected by bots on Bigquery
      2. Establishing a systematic coding data table combined with Slack bot command manual and automatic data replenishment
      3. Daily data monitoring with Slack bot
      4. Planning client-side (app, sdk js) Amplitude event tracking to maximize data collection
      5. Using existing data to set company and growth team short-term indicators and conducting demos with Looker Studio for easy operation
      6. Segmenting and analyzing user data to maximize marketing benefits for valuable users and facilitate customer service personnel in managing VVIP customers, similar to CDP
      7. Using bots and APIs to collect Discord and Twitter data regularly to monitor user feedback and interaction behavior
    2. Dune Dashboard
      1. Establishing statistical standards to monitor newer or rapidly popular Dapp projects on EVM
      2. Regularly monitoring competitor behavior on the blockchain for specific features (ex. AA, Batch tx of Blocto (smart contract wallet))
      3. Collaborating with BI to plan the entire product context and ideas, explore new markets as much as possible, and establish data strategies and projects needed for growth
    3. User tagging for the Growth team (including Discord bot for monitoring)
      1. Using on-chain data to periodically observe the relationship between assets and their transaction behavior interactions
      2. Using data from our own app to periodically check user interaction behavior and maximize its benefits, find patterns, and find ways to replicate to bring in more users.

Machine learning engineer supervisor

Gamania 遊戲橘子數位科技股份有限公司  •  九月 2021 - 九月 2023

  • Main Responsibilities:
    • Maintaining the data pipeline for game logs in Lineage M game
    • Planning data projects for Lineage M
    • Establishing machine learning models for Lineage M
    • Designing and optimizing the company's machine learning systems and processes
    • Simulating and integrating data from the game platform and headquarters for the company
    • Providing reports for monitoring abnormal game behaviors for operations
  • Company Awards:
    • The company MVP for December 2021
  • Project detail:
    1. Player segmentation analysis
      1. Responsible for detecting specific player characteristics from game player logs and using k-means algorithm to group players to achieve initial player segmentation and game quality control. Additionally, establishing a data pipeline using data mining to appropriately punish players of illegal behavior, forcing them to disappear from the game and improving the game experience, monitoring abnormal game recharge behavior, and further reducing the company's property loss in the game.
    2. MLOPS
      1. Designing a complete machine learning control process flowchart and architecture, establishing a template for the initial version of the model program control with the team, facilitating data preprocessing and version control of machine learning for various projects, monitoring the quality of all data predicted by the model, further reducing engineer maintenance time and more efficiently controlling online models. Additionally, it facilitates A/B testing and online testing when developing new models, making testing to online smoother and version rollback and management more convenient.
    3. Tag system architecture
      1. Designing a player behavior tag architecture diagram, hoping to achieve player behavior control and player marketing techniques.

 

Data Analyst Supervisor

Clickforce 域動行銷股份有限公司  •  一月 2020 - 九月 2021 

  • Main Responsibilities:
    • Optimizing SSP ad playback quality and report production
    • Optimizing DSP ad effectiveness
    • Optimizing DMP report production.
  • Project detail:
    1. Auto crawler 
      1. Automatically plans the required machines based on the number of newly added media sites each day, and distributes machine resources to save GCP VM costs. It crawls all sites and monitors the number of crawls daily through an automated report.
    2. BERT Model Predicts Article Categories and Combines with Word Segmentation System, TW-IWF, and WV
      1. Predicts each article's category and its associated keywords and similar keyword terms for advertisement and data analysis services to provide customers with web user analysis reports.
    3. Automated Recommender System for CTR 
      1. Uses a recommender system to predict clicks based on user behavior within the broadcast network. This has resulted in a growth of 2x or more in advertising CTR.
    4. Predicting Gender and Age with XGBoost (Predicts User's Real Gender and Age)
      1. Uses cookies to predict the gender and age of a user based on their behavior on various media platforms. The accuracy rate for gender prediction is 80%.

Research Assistant

NTU Center of Genomic and Precision Medicine  •  十月 2019 - 一月 2020

  • Main Responsibilities:
    • Paper research 
  • Project detail:
    1. RNA IMPUTATION Research
      1. Predixcan&S-Predixcan Research 
    2. I wrote the draft for the paper titled "A risk prediction model of gene signatures in ovarian cancer through bagging of GA-XGBoost models"

Side project

Spiral AI Lending Bot

  • Project Goal: Using AI to calculate the best lending rates and  auto set a USD lending order for user in Bitfinex 
    • Main Responsibilities:
      • Training the a AI model to decide the rate which would be set in lending order by periods.
      • Data pipeline
      • Social and landing page 
    • Current Results:
      • The lending rate spread for lower-tier members is 1-3% higher than that of competitors.
  • Future Vision:
    • More custom functions like period
    • iterative model parameter 

Education

Sep 2017 - Jun 2019

National Taiwan University

Institute of Epidemiology and Preventive Medicine (majored in bio-statistic)

論文: 以機器學習方法建構卵巢癌病患之基因預後模型 (參加ICIBM國際會議)

Published on Journal of Advanced Research May 2021

A risk prediction model of gene signatures in ovarian cancer through bagging of GA-XGBoost models (quoted by 15 times until 2024-03 )

Sep 2013 - Jun 2017

National Cheng Kung University

Statistics

Data Analysis Projects During School:

  1. Online News Popularity
  2. The Relationship Between Ice Cap Area and Sea Level
  3. Saint Tome Malaria Mosquito
  4. 2018 Taipei Mayoral Election Prediction
  5. The Hidden Dangers Behind Terrorist Attacks
  6. Semiconductor Process - Wafer Image Analysis

技能

Programming Language


  • Python

DataBase


  • Bigquery
  • Athena
  • Mysql
  • Sql
  • S3
  • Storage
  • Redis

Cloud Platform


  • AWS
  • GCP

Command Bot


  • Slack Bot
  • Discord Bot

Dashboard & Event tracking