ismizu
Educator turned Data Scientist | Experience in Python, Data Analysis and Modeling, Machine Learning, Deep Learning, SQL, PostgreSQL
New Jersey
Pinned Repositories
applying-nearest-neighbors-data-science-intro-000
Ava-Discord-Bot
covid_web_app
Web application for Streamlit. Reads data written by full repository to display plots in an interactive form. Allows for user input of vaccination rate with visualization for effect on hospitalizations and fatalities
depression_anxiety_stress
EDA on Kaggle dataset for predicting depression, anxiety, and stress
Lazy_LazyPredict
Utilizing LazyPredict, Feature Engine, Feature Tools: Narrow down base models automating various aspects of the eda process. Blog post at link.
linear_regression_basic_explanation
Linear Regression explained in non-coding terms
NLP_Keras_Project
Spacy/TfidfVectorizer used to tokenize/vectorize movie descriptions. Utilized for predictions on associated movie genre. Keras used to build final model.
Phase_2_Project
Linear Regression model to predict housing prices. Features such as binning, separating houses by latitude and longitude, and census data utilized to increase prediction accuracy.
Phase_3_Project
Various machine learning models tested to make predictions on partner preference based on surveys filled prior to dating. Findings showed low accuracy utilizing pre-date data and a sharp increase when factoring partner physical attraction ratings during the date.
Time_Series_Modeling_Covid_Vax
Provides a sliding scale of COVID vaccination rates .9 to 1.9 times the actual on a per state basis. Using fbprophet, view predictions on past, present, and future COVID hospitalizations and fatalities.
ismizu's Repositories
ismizu/Lazy_LazyPredict
Utilizing LazyPredict, Feature Engine, Feature Tools: Narrow down base models automating various aspects of the eda process. Blog post at link.
ismizu/depression_anxiety_stress
EDA on Kaggle dataset for predicting depression, anxiety, and stress
ismizu/linear_regression_basic_explanation
Linear Regression explained in non-coding terms
ismizu/Ava-Discord-Bot
ismizu/covid_web_app
Web application for Streamlit. Reads data written by full repository to display plots in an interactive form. Allows for user input of vaccination rate with visualization for effect on hospitalizations and fatalities
ismizu/NLP_Keras_Project
Spacy/TfidfVectorizer used to tokenize/vectorize movie descriptions. Utilized for predictions on associated movie genre. Keras used to build final model.
ismizu/Phase_2_Project
Linear Regression model to predict housing prices. Features such as binning, separating houses by latitude and longitude, and census data utilized to increase prediction accuracy.
ismizu/Phase_3_Project
Various machine learning models tested to make predictions on partner preference based on surveys filled prior to dating. Findings showed low accuracy utilizing pre-date data and a sharp increase when factoring partner physical attraction ratings during the date.
ismizu/Time_Series_Modeling_Covid_Vax
Provides a sliding scale of COVID vaccination rates .9 to 1.9 times the actual on a per state basis. Using fbprophet, view predictions on past, present, and future COVID hospitalizations and fatalities.
ismizu/calculus-derivation-gradient-descent-data-science-intro-000
ismizu/conditionals-python-readme-data-science-intro-000
ismizu/dashboard_proof_of_concept
ismizu/ds-bash
ismizu/ds-east-042621-lectures
ismizu/ds-git
ismizu/evaluating-regression-lines-data-science-intro-000
ismizu/filter-readme-python-data-science-intro-000
ismizu/flatiron_cover_letter
Repository contained Streamlit application for Flatiron Cover Letter
ismizu/food_project
ismizu/lesson-git-for-data-science
Lesson for using git and GitHub for data scientist. Associated lecture recording in README
ismizu/Phase_1_Project
ismizu/plotly-basics-data-science-intro-000
ismizu/python-dictionaries-readme-data-science-intro-000
ismizu/python-lists-lab-data-science-intro-000
ismizu/recommendation_engine_basic_explanation
Recommendation Engines explained in non-coding terms
ismizu/sigma-notation-data-science-intro-000
ismizu/stable-diffusion
ismizu/stable-diffusion-webui
Stable Diffusion web UI
ismizu/TabletopSimulator-SOURCE-bot
ismizu/visualizing-in-python-data-science-intro-000