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MihoRosenberg/README.md

👋 Miho's Introduction

A highly motivated IT professional with over 20 years of experience in the technology industry, now seeking a full-time position to leverage my statistics, Python programming and machine learning skills, and passion for data in a challenging Data Scientist role.

Skills

  • Python 🐍 (Pandas, Numpy, Scikitlearn, Scipy, Statsmodels, Matplotlab, Seaborn, Geopandas, Streamlit, MLflow, ARIMA, NLP, Neural Network)
  • SQL (Intermediate)
  • R (Beginner)
  • PowerBI (Beginner)

Projects

Project web App URL Algorithms, Technologies
Algeria, Bhopal_water_management
Predict water availability using 8 years worth daily weather data with LSTM, ARIMA
https://omdena-algeria-bhopal-streamlit-app.onrender.com/ ADF test, Granger's Causality Test, LSTM, Google Earth Engine
Bangladesh-Flood-Guard
Predict the precipitation volume using 10 years worth daily weather data
https://bangladesh-flood-guard-k65x4wbqyaykvbgf8jyunl.streamlit.app/ XGBosst Regressor, Random Search, Streamlit
Nigeria-Enhancing Maternal Health
Predict woman's health risks
https://maternal-mortality-e25y.onrender.com/ XGBoost Regressor, Random Forest Classifier, Random Search, SHAP
spam_detection_naive_bayes_lstm
Spam Detection System using Naive Bayes Classifier and Bi-directional LSTM models with NLP and embedding
N/A nlp, naive Bayes classifier, transfer learning, LSTM, embeddings
wiki_trafic_prediction
Predict the Wikipedia daily traffic using time series algorithms
N/A ARIMA, SARIMA, Prophet, Linear Regression, NLP
movie_recommendation_system
Movie recommendation system using the market basket and APRIORI association rule techniques
N/A APRIORI, NLP, marketing basket analysis, association rule
loan_eligibility_prediction
Predict the loan approval status using different sampling techniques
N/A Random Forest Classifier, sampling, Recursive Feature Elimination (RFE)
ship_price_prediction
Predict the used ship prices, extracting ship features from the descripton
N/A Linear Regression, NLP, Part of Speach (POS)
kings_county_housing_price
Predict housing price using linear regression
N/A Linear Regression

Education and Certification

  • Master's degree in Data Analytics from Western Governors University

  • Bachelor's degree in IT Management from Western Governors University

  • Oracle Database SQL Certified Associate

  • SAS Certified Statistical Business Analyst

  • SAS Base Programming

  • CCNP (Cisco Certified Network Professional)

  • Microsoft SQL 2008 Server Implementation and Maintenance

  • MCSE (Microsoft Certified Systems Engineer)

Pinned Loading

  1. Bangladesh-Flood-Guard Bangladesh-Flood-Guard Public

    Predict precipitation to mitigate flood damage in Bangladesh

    Jupyter Notebook 1

  2. spam_detection_naive_bayes_lstm spam_detection_naive_bayes_lstm Public

    Spam Detection System using Naive Bayes Classifier and Bi-directional LSTM models

    Jupyter Notebook 1

  3. wiki_traffic_prediction wiki_traffic_prediction Public

    Timeseries analysis of Wikipedia traffic prediction using ARIMA, SARIMA and Prophet models.

    Jupyter Notebook

  4. movie_recommendation_system movie_recommendation_system Public

    Jupyter Notebook

  5. loan_eligibility_prediction loan_eligibility_prediction Public

    Jupyter Notebook

  6. 4_wiki_traffic_prediction 4_wiki_traffic_prediction Public