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Definition of Reputation Credits
1. Data Analyst2. Part-time Russian-Chinese translator3. Learner in data science
Milana Chang
Hi, this is Milana, who wants to be a data scientist, and love coding, analyzing, finding new interest insights from the data.
Skills:Python / R language / SQL / PowerBI / Statistics / Git / Excel / Tableau
Working Experience
Data Analyst／Ubereats
2. Budget analysis and Strategy makingBuild up framework and capture data with SQL from our database to analyze our customers’ behavior on our platform. Design A/B test and Make XP recommendation for our promotion construct based on analysis result.
Evaluate and quantify the benefits brought to the company as a whole by various campaigns, and adjust or make plans for campaigns within a limited budget.
Build visualized dashboard for tracking top-line/bottom-line and other meaningful metrics to make assessment for our campaign efficiency.
4. Alarming ChatbotBuild data pipeline and update data in our database with Python script or developed tool to make data input/output process automated.
Create alarming Chatbot to auto send error message while wrong input happened to make sure our input data quality.
Create Gmail auto-sending program wit Python script, which reduce the regular manual work for our team member.
Database Administrator／Cyberon Co., Ltd.
Working place : Taipei, Taiwan [2020.11 – 2022.04]
1. Phonetic Analysis
Apply phonology and phonetic rule to NLP, building up a system for auto-generating phonetics from a text input.
2. Natural Language Data Cleaning
Process unstructured data with Python and develop new language structure for TTS team (Text to Speech) to make sure quality of the input data.
3. Data Crawler
Crawling new data from online open source for the input to ML model training.
Social Media and Public Opinion Analytics Intern／Eland Information Co., Ltd.
Working place : Taipei, Taiwan [2020.04 - 2020.07]
1. Public Opinion Tracking and Reporting
2. Word Segmentation OptimizationWith developed tools and analytic tools track traffic and brand's performance on the internet, compile the observation report on public opinion through data from social media for our client.
Help to do the word segmentation with SQL and train people tags by segmented words.
Analysis Skills
Other skills
Software
- Word processing
- Word, PowerPoint, Excel
- Computer aided design
- Photoshop, Illustrator
- Programming
- R languages, Python, SQL
Languages
- Russian-high level TORFL(ТРКИ) B2
- Fluent in writing, speaking, reading, and listening
- English-high level
TOEIC golden certificate
- Fluent in writing, speaking, reading, and listening
- Spanish-beginner's level
- normally read, write, and speak in daily languages
Side Projects From Workshop
Here I will show you the analysis projects I did in some data workshops. In each project you will see my data analysis skill, data interpretation and programming skills.
Project 01
Recommendation system for recipe website
It is a competition to build recommendation system for a well-known recipe website in Taiwan.
Rank : top 10.
Main tools used : Python, Colab
Click Here :
Project 02
Instacart Data Analysis
Use the open data released by Instacart to find the association rules between products and predict which product will be reordered and who will reorder
Main tools used : Python, SQL
Click Here :
Project 03
UCLA Admission Data Analysis
Use the student application materials released by UCLA University to identify important factors that affect whether the university admits student.
Main tools used : R language
Click Here :
Other Side Projects with NGO
This is the NGO Data Science Program initiated by myself. All the projects here were built by me and my partner Po.
Project 01
Line chat bot
Cooperate with a stray animals association to build a line chatbot to collect cat and dog voice corpus for the follow-up to do cat and dog voice emotion recognition.
Main tools used : Heroku, Python, Flask, SQL, Line API, Google Drive API
Click Here :
Project 02
Automated Data Presenting dashboard
Cooperate with the Educational Foundation to produce data and word cloud real-time presentation dashboard
Main tools used : Grafana, Heroku, google sheet api,
google drive api, Python, Flask
Click Here :
Project 03
Automated Creating Script
Cooperate with another stray animal association to assist in the automation of data pipeline and build a web platform for data integration
Main tools used : Heroku, Python, Flask, JS, HTML, Google Sheet API
Click Here :
Education
National Chengchi University (Taiwan)
Department of Slavic Languages and Literature [2015.09 - 2020.07] (Graduated)
[Research]
Russian national condition
Department of Economics [2016.09 - 2020.07] (Graduated)
[Research]
The Impact of Taiwan’s Foreign Direct Investment on Taiwan’s Export Trade: Taking the Four ASEAN Countries as an Example
Samara Branch of Moscow City Pedagogical University (Russia) [2018.09 - 2019.06] (Exchange)
Department of Foreign Languages
Out-of-campus courses
Big Data Technician Program
[2020.08 - 2020.10]
1.Hadoop, Spark structure
2.Linux
3.SQL
4.Machine Learning algorithm
Main tool : Python, SQL, Linux
Work：Instacart Data Analysis
Campus clubs
The director of the club « NCCU Mixer » Fanpage：
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2017.09 - 2018 .06]
Manage club members, maintain fanpage of the club, write activity planning books, arrange sound-engineering courses, recruite new members.
The artistic designer in the Student Association of Department of Slavic Languages And Literature
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2016.09 - 2017.06]
Design the logos of events, DM of products, create new products, set up a venue.
The director of the club « Russian Traditional Dance »
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2016.09 - 2017.06]
Teach students of our department Russian traditional dance.
The core member of the voluteer club « Chi Nan »
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2016.09 - 2017.06]
Teach children to sing English songs in school in remote places.
Competition
Recommendation System for Recipe Website in Alpha Camp Program
[2022.01] Accomplishment : Top 10
Big Data Technician Program[Analysis competition with Hadoop System]
[2020.10] Accomplishment : First place
Competition in Russian, Russian culture and Russian national knowledge
[2017.05] Accomplishment : First place
1. Data Analyst2. Part-time Russian-Chinese translator3. Learner in data science
Milana Chang
Hi, this is Milana, who wants to be a data scientist, and love coding, analyzing, finding new interest insights from the data.
Skills:Python / R language / SQL / PowerBI / Statistics / Git / Excel / Tableau
Working Experience
Data Analyst／Ubereats
2. Budget analysis and Strategy makingBuild up framework and capture data with SQL from our database to analyze our customers’ behavior on our platform. Design A/B test and Make XP recommendation for our promotion construct based on analysis result.
Evaluate and quantify the benefits brought to the company as a whole by various campaigns, and adjust or make plans for campaigns within a limited budget.
Build visualized dashboard for tracking top-line/bottom-line and other meaningful metrics to make assessment for our campaign efficiency.
4. Alarming ChatbotBuild data pipeline and update data in our database with Python script or developed tool to make data input/output process automated.
Create alarming Chatbot to auto send error message while wrong input happened to make sure our input data quality.
Create Gmail auto-sending program wit Python script, which reduce the regular manual work for our team member.
Database Administrator／Cyberon Co., Ltd.
Working place : Taipei, Taiwan [2020.11 – 2022.04]
1. Phonetic Analysis
Apply phonology and phonetic rule to NLP, building up a system for auto-generating phonetics from a text input.
2. Natural Language Data Cleaning
Process unstructured data with Python and develop new language structure for TTS team (Text to Speech) to make sure quality of the input data.
3. Data Crawler
Crawling new data from online open source for the input to ML model training.
Social Media and Public Opinion Analytics Intern／Eland Information Co., Ltd.
Working place : Taipei, Taiwan [2020.04 - 2020.07]
1. Public Opinion Tracking and Reporting
2. Word Segmentation OptimizationWith developed tools and analytic tools track traffic and brand's performance on the internet, compile the observation report on public opinion through data from social media for our client.
Help to do the word segmentation with SQL and train people tags by segmented words.
Analysis Skills
Other skills
Software
- Word processing
- Word, PowerPoint, Excel
- Computer aided design
- Photoshop, Illustrator
- Programming
- R languages, Python, SQL
Languages
- Russian-high level TORFL(ТРКИ) B2
- Fluent in writing, speaking, reading, and listening
- English-high level
TOEIC golden certificate
- Fluent in writing, speaking, reading, and listening
- Spanish-beginner's level
- normally read, write, and speak in daily languages
Side Projects From Workshop
Here I will show you the analysis projects I did in some data workshops. In each project you will see my data analysis skill, data interpretation and programming skills.
Project 01
Recommendation system for recipe website
It is a competition to build recommendation system for a well-known recipe website in Taiwan.
Rank : top 10.
Main tools used : Python, Colab
Click Here :
Project 02
Instacart Data Analysis
Use the open data released by Instacart to find the association rules between products and predict which product will be reordered and who will reorder
Main tools used : Python, SQL
Click Here :
Project 03
UCLA Admission Data Analysis
Use the student application materials released by UCLA University to identify important factors that affect whether the university admits student.
Main tools used : R language
Click Here :
Other Side Projects with NGO
This is the NGO Data Science Program initiated by myself. All the projects here were built by me and my partner Po.
Project 01
Line chat bot
Cooperate with a stray animals association to build a line chatbot to collect cat and dog voice corpus for the follow-up to do cat and dog voice emotion recognition.
Main tools used : Heroku, Python, Flask, SQL, Line API, Google Drive API
Click Here :
Project 02
Automated Data Presenting dashboard
Cooperate with the Educational Foundation to produce data and word cloud real-time presentation dashboard
Main tools used : Grafana, Heroku, google sheet api,
google drive api, Python, Flask
Click Here :
Project 03
Automated Creating Script
Cooperate with another stray animal association to assist in the automation of data pipeline and build a web platform for data integration
Main tools used : Heroku, Python, Flask, JS, HTML, Google Sheet API
Click Here :
Education
National Chengchi University (Taiwan)
Department of Slavic Languages and Literature [2015.09 - 2020.07] (Graduated)
[Research]
Russian national condition
Department of Economics [2016.09 - 2020.07] (Graduated)
[Research]
The Impact of Taiwan’s Foreign Direct Investment on Taiwan’s Export Trade: Taking the Four ASEAN Countries as an Example
Samara Branch of Moscow City Pedagogical University (Russia) [2018.09 - 2019.06] (Exchange)
Department of Foreign Languages
Out-of-campus courses
Big Data Technician Program
[2020.08 - 2020.10]
1.Hadoop, Spark structure
2.Linux
3.SQL
4.Machine Learning algorithm
Main tool : Python, SQL, Linux
Work：Instacart Data Analysis
Campus clubs
The director of the club « NCCU Mixer » Fanpage：
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2017.09 - 2018 .06]
Manage club members, maintain fanpage of the club, write activity planning books, arrange sound-engineering courses, recruite new members.
The artistic designer in the Student Association of Department of Slavic Languages And Literature
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2016.09 - 2017.06]
Design the logos of events, DM of products, create new products, set up a venue.
The director of the club « Russian Traditional Dance »
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2016.09 - 2017.06]
Teach students of our department Russian traditional dance.
The core member of the voluteer club « Chi Nan »
Working place : NCCU(National ChengChi university), Taipei, Taiwan [2016.09 - 2017.06]
Teach children to sing English songs in school in remote places.
Competition
Recommendation System for Recipe Website in Alpha Camp Program
[2022.01] Accomplishment : Top 10
Big Data Technician Program[Analysis competition with Hadoop System]
[2020.10] Accomplishment : First place
Competition in Russian, Russian culture and Russian national knowledge
[2017.05] Accomplishment : First place