Machine Learning & AI Foundations: Movies Recommendations Part 2

Recommendation systems are the important part of almost every modern consumer websites like Amazon and Netflix. The systems help drive customer interaction and sales by helping customers discover products and services they might not ever find themselves.   In this project, we use machine learning to solve recommendation problems. What you learn can then be…

Machine Learning & AI Foundations: Movies Recommendations Part 1

Have you ever wondering how Netflix know what movies you probably like? Or if you watch Stranger Things that Netflix is likely to suggest to you is the ET: The Extra-Terrestrial. Basic on the customer viewing behavior data, we can predict users discover the exact content they want to watch. Similar products method is one of the…

Tableau Project: Kickstarter Dataset

Kickstarter, the crowdfunding platform, is thinking about providing a consulting service to project founders to help its customers create more successful crowdfunding campaigns. By understanding some simple key performance indicators, you can run a successful campaign! To do some initial analysis, I used Tableau to complete the task and solving data problems.  Kickstarter dataset: http://bit.ly/2cgMGDm.…

Payment Trends To Watch In 2017

After finished the Data Science program at New York City. I am luckily at Abacus Business Computer. Abacus Business Computer is a business consultant company at New York City. Abacus Business Solutions provides clients with a one-stop POS + Credit Payment solution. Full support for data transmission and processing of mainstream credit cards. I pull some web…

Clever Canvas Digital Marketing : Website and Facebook Pages

Easy & smart solution for your business advertisement 2016 November, I started working at Abacus Business Computer, LLC. I am devising strategies to drive online traffic to the company website and overseeing the social media strategy for the enterprise. Clever Canvas is a fascinating product. I really enjoy in Managing online brand and product campaigns to raise…

Presidential Debate and Text Mining

Democratic nominee Hillary Clinton and Republican counterpart Donald Trump faced off in the first presidential debate of 2016 at Hofstra University in Hempstead, New York. Right from the start, the two dived directly into attacks. They engaged in testy exchanges over trade, the U.S. economy, race and foreign policy. The purpose of this project is…

Methods for generating post recommendations for social media sites

People routinely convey and receive information via online social media, and those with common interests and traits often form various online social networks. However, the immense amount of complex information on the internet often prevents social network members from efficiently obtaining the information that they seek. This creates the need for a post recommendation mechanism…

Data Quality : Bank Consumer Database

Discovering whether data are of acceptable quality is a measurement task and not a very easy one. In this data quality project, I used excel and python to deal with Consumer Complaint Database, complaints about financial products and services.Data quality is important because, without high-quality data, you cannot understand or stay in contact with your customers.…

Community Health Status Indicators (CHSI)

Community Health Status Indicators (CHSI) to combat obesity, heart disease, and cancer are major components of the Community Health Data Initiative. This dataset provides key health indicators for local communities and encourages dialogue about actions that can be taken to improve community health (e.g., obesity, heart disease, cancer). The CHSI report and dataset was designed…

Database 1 : SQL Practice

Structured Query Language (SQL) is the language used to manipulate data in relational databases. In rSQUAREedge Certified Data Analytics Practitioner (CDAP) Program, I was luckily be taught by Sam Sultan ,director of Information Technology at Home Box Office (HBO). In the classes, we use SQL to select, update, insert, and delete data from database tables, and acquire hands-on experience…

Credit Risk Modeling in R

Use R to explore a real-life data set, then preprocess the data set such that it’s in the appropriate format before applying the credit risk models. First, I examed the dataset loan_data discussed in the video throughout the exercises in DataCamp. Goal: understand the number, percentage of defaults. To learn more about variable structures and spot unexpected…

Optimization Problems and Advanced Excel

Scenario 1 : A company is taking bids on four construction jobs. Three contractors have placed bids on the jobs. Their bids (in thousands of dollars) are given in the table below. (A dash indicates that the contractor did not bid on the given job.) Note: Contractor 1 can do only one job, but contractors 2…

Social Media Analytics with Python

We use  Twitter, Facebook, and Google social media to share our life experiences, initiate ideas and provide opinions in a free and open way. Businesses are hence interested in understanding what people think and say about their products and services. They are augmenting their business applications to extract, understand and analyze social media data about…

Optimize Your LinkedIn Profile and Your Personal Website #Search Engine Marketing #Optimization

Meta titles are displayed in search engine results as a page title. It’s a good thing for SEO to have some custom and attractive ones. Be sure to fill at least the met information on your most popular pages Display image at its natural size, do not use HTML resize. It happens usually when you…

Optimization and Simulation : Decision Model

For the practical use of supply chain management powerful planning tools are needed to support production and logistics decisions at various planning levels. Instead of using an off-the-shelf planning tool, the company decided to develop its own linear programming based optimization model. Scenario 1: Empire State Ski Products makes downhill and cross- country skis. A…

3D Printing Food Demo

This study introduces the first generation food printer concept designs and workable prototypes that target to revolutionize customized food fabrication by 3D printing (3DP). Different from robotics-based food manufacturing technologies designed to automate manual processes for mass production, 3D food printing integrates 3DP and digital gastronomy technique to manufacture food products with customization in shape,…

YouTube Analytics

You can monitor the performance of your channel and videos with up-to-date metrics and reports in YouTube Analytics. There’s a ton of data available in different reports, like the Watch time, Traffic sources, and Demographics reports. My youtube channel was created on Jan 27, 2013, with 40+ videos now. I used the channel to share…

UI / UX Design for digital marketing

In the past, the manufacturing supply chain was considered the core of a company’s competitiveness, focusing on production efficiency and cost. New thought patterns that emphasize understanding customer requirements, providing adequate user experiences, and increasing added product value through design and innovation are required. “Not only do the thing right but also do the right…

Digital Taste : User Behavior Analysis

Increasingly, people are replacing soft drinks with natural fruit juices, since soft drinks usually contain excessive sugar and little nutrition. This project introduces a multimodal digital taste control system ‘D’Licious Vessel’ and the respective prototypes. The goal is to provide a digital solution to health concerns regarding overuse of sugar in our daily drinks by…

Market research and product development : Diet Keeper

Food safety issues have been in a headline recently in Taiwan and China. Consumer confidence in food safety has full into all into an all time low. Our team aims to develop utensils that will help to analyze our food and detect the substance that may be potentially harmful or toxic. The customer can now take…

Service Blueprint for Travel Industry #Strategy Planning #User Experience

2014 @ National University of Singapore, Interactive and Digital Media Institute, Crowd Trail project. I had studied APP marketing and build the business models with travel industry.In order to improve the APP service offering and knowing how service gets produced is essential for addressing breakdowns or pain points. I used service blueprints to design a…

High-tech Entrepreneurship: Innovative online marketing survey company

I took National Tsing-Hua University, Computer Science Department the High-tech Entrepreneurship course from Prof. Ren-Song Tsay in the Fall semester of 2013. In the course, I formed a team of four people from various disciplines and proposed an innovative online marketing survey company. In our team, I took the position of Chief operating officer (COO). To understand…