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Ava Lee's Projects

a_tale_of_two_cryptos icon a_tale_of_two_cryptos

Apply news sentiments to graph word clouds for most popular words in Bitcoin and Ethereum articles. Named entity recognition is carried out with color-coded tags in SpaCy.

beach_ready icon beach_ready

Robo Advisor for retirement investments of remixed weights between stock index SPY and bond ETF AGG

betterment icon betterment

Collaborative briefing on Betterment as of December 2019

bitcoin_frenzy icon bitcoin_frenzy

Predict bitcoin daily closing prices by LSTM recurrent neural network machine learning

catch_me_if_you_can icon catch_me_if_you_can

A Whale Off the Port(folio): DIY portfolio to compare with performances of whale portfolios based on rolling moving averages and standard deviations. Correlation heatmaps are generated for visually assessing co-movements on returns.

deep_pocket icon deep_pocket

Use lists and for loops on financial report and cost analysis. Read data in csv into notebooks via pathlib.

ecommercer icon ecommercer

e-commerce data is analyzed to identify the most valuable customers, regions and shopping habits. KMeans clustering is used to nail down the optimal clustering model. Shopping transactions are significantly different by days of a week based on non-normal distributions.

filerepo icon filerepo

A Java app to handle files in a repository. Features include scanning, addition and deletion

hot_selling_ramen_bentos icon hot_selling_ramen_bentos

Profit calculation for each kind of Ramen from looping through item lists and deriving revenues and costs of goods sold.

i-love-cookies icon i-love-cookies

HTML file with homemade cookies with links to resources perfect for home office era

is_puppercoin_orbiting icon is_puppercoin_orbiting

Can we learn pups better by crowd-selling PupperCoin on Solidity? Define PupperCoin as ERC20, then drafting PupperCoinSale and PupperCoinSaleDeployer contracts. In Remix, deploy PupperCoinSaleDeployer, followed by PupperCoinSale, and finally PupperCoin contract on a testnet. View tokens in MyCrypto Wallet.

kaggle-classification icon kaggle-classification

A compiled list of kaggle competitions and their winning solutions for classification problems.

ocean_breeze_for_life icon ocean_breeze_for_life

Create a dashboard to visualize housing market in San Francisco neighborhoods. Parallel categories, coordinates and neighborhood maps are created on annual housing units, average gross rent and sales prices. Visuals in line and scaled bar charts are also created using Matplotlib and hvplot libraries.

ocean_breeze_for_life_dashboard icon ocean_breeze_for_life_dashboard

Dashboard on San Francisco housing market to display neighborhood trends in average supply, gross rents and unit prices. Mapbox API is used to generate an interactive map on gross rents.

off_the_hook icon off_the_hook

Cybersecurity screening on fraudulent credit card activities based on transaction time, amounts and abnormalities

oscar_for_you icon oscar_for_you

Market analysis on Oscar as an insurtech startup. Unique advantages and approaches to solve problems are placed in the industry landscape. Recommendation is to develop a holistic smart app.

project_repertoire icon project_repertoire

Should there be a quartet or quintet? Acting-in-concert is our token: a) Brokerless Contract uses solidity coding and contract deployment in Remix IDE, web3.js and python are are used to interact with IPFS URI via Pinata during the bidding process. HTML and JavaScript are used at frontend deployment; b) Project_Maui feeds news sentiments into machine learning models to predict movement on stock returns based on daily closing prices. Models include logit over, undersampling, SVM, supervised ensemble learnings including Random Forest, Ada Boost and gradient boosting; UX component is developed via ipywidget; c) Mandalorians analyzes and forecast job market trends on financial analysts vs. software programmers across five NYC boroughs. Gender differences are discussed.

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