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Helen Zheng's Projects

azure_flask_deployment icon azure_flask_deployment

Hands-on experience setting up a Flask application, integrate it with data processing via Pandas, and deploy the app on Azure App Service. Check Screenshots folder to see the deployment.

azure_intro_assessment icon azure_intro_assessment

This is an assignment for HHA 504 to view the Microsoft Azure cloud platform, its core services, and basic integration points with Python

cloud_db_mgmt_pooling_migrations icon cloud_db_mgmt_pooling_migrations

Gain practical experience in managing a cloud-based MySQL database with a focus on implementing connection pooling and performing database migrations. You will work with both Azure and Google Cloud Platform (GCP) for this assignment.

datasci_1_loading icon datasci_1_loading

This is an assignment for HHA 507 to familiarize yourself with Jupyter Notebook (Google Colab) and practice data acquisition techniques

datasci_2_manipulation icon datasci_2_manipulation

Delve deeper into data manipulation using Python's prominent libraries. Explore the functionalities of Pandas and get a glimpse of alternatives like Polars, Dask, and Modin.

datasci_3_eda icon datasci_3_eda

Engage in the critical phase of Exploratory Data Analysis (EDA) using the tools and techniques from Python to uncover patterns, spot anomalies, test hypotheses, and identify the main structures of your dataset.

datasci_3b_visualization icon datasci_3b_visualization

Harness the power of Python visualization libraries, Seaborn and Plotly, to create informative and aesthetically pleasing visualizations. Understand how to select the appropriate visualization technique for various types of data.

datasci_4_web_viz icon datasci_4_web_viz

Explore web-based platforms for interactive data visualization, contrasting R's Shiny with Python's equivalents. Harness these tools to present data in interactive and user-friendly ways.

datasci_5_statistics icon datasci_5_statistics

Dive deep into inferential statistics and understand its relevance in drawing conclusions from data. Apply statistical tests to derive insights and make decisions based on data samples.

datasci_6_anova icon datasci_6_anova

Gain hands-on experience with ANOVA analysis, understanding its assumptions, and applying it to real-world datasets to understand differences among group means.

datasci_6_regression icon datasci_6_regression

Get hands-on experience with regression analysis, understanding its principles, and applying it to real-world datasets to predict outcomes and understand relationships between variables.

datasci_7_geospatial icon datasci_7_geospatial

Gain hands-on experience with geospatial data processing and visualization using the GCP Maps API and Geopandas. Understand the fundamentals of geocoding, reverse geocoding, and geospatial data visualization in Python.

datasci_9_data_prep icon datasci_9_data_prep

Focus on selecting datasets suitable for a machine learning experiment, with an emphasis on data cleaning, encoding, and transformation steps necessary to prepare the data.

docker_flask_homework icon docker_flask_homework

This assignment aims to provide hands-on experience in Dockerizing Flask applications, first individually and then using Docker Compose for managing multiple applications.

flask_4_databases_mysql_vm icon flask_4_databases_mysql_vm

Manually setting up and running a database on a cloud VM. You'll get hands-on experience setting up a MySQL instance on a VM, integrating it with a Flask app.

flask_5_tailwind icon flask_5_tailwind

This assignment will give you hands-on experience in video hosting, creating a Flask app styled with Tailwind CSS, and deploying it to a cloud platform. You'll leverage CDN services in Google Cloud or Azure to optimize video delivery, ensuring a seamless user experience for viewers worldwide.

flask_6_api_management icon flask_6_api_management

The goal of this week's assignment is to develop and document APIs using Flask, and manage them with Azure API Management.

flask_7_auth icon flask_7_auth

Delving into the core of application security: user sessions and authentication. Utilizing Flask and an external identity provider like Google Cloud, ensure your Hospital Priceline application is both user-friendly and secure.

gitignore-env icon gitignore-env

this is an example repo of using a .gitignore and .env file

my-resume-page icon my-resume-page

this is an example of repo using python flask to have a resume page deployed with render

mysql_cloudmanaged_databases icon mysql_cloudmanaged_databases

This assignment focuses on MySQL, and exploring its implementation on leading cloud platforms: Azure and GCP. By the end, you'll gain hands-on experience in setting up MySQL on these platforms, using MySQL Workbench to design, manage, and interact with your databases, and optionally connecting to your database using Python to retrieve data.

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