kc3 / springboard

Repository for Springboard projects

Springboard

Repository for Springboard projects

5.2 Data Wrangling JSON

Data wrangling on JSON data files.

Project folder: data_wrangling_json

5.3 Data Wrangling SQL

Data wrangling on mySQL DB.

Project folder: data_wrangling_sql

5.4 Data Wrangling API

Data wrangling using Quandl API

Project folder: data_wrangling_api

8.3 Exploratory Data Analysis #1

Exploratory data analysis on Human Temperatures Dataset

Project folder: EDA_human_temperature

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/EDA_human_temperature/sliderule_dsi_inferential_statistics_exercise_1.ipynb

8.3 Exploratory Data Analysis #2

Exploratory data analysis on Racial Discrimination on resumes.

Project folder: EDA_racial_discrimination

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/EDA_racial_discrimination/sliderule_dsi_inferential_statistics_exercise_2.ipynb

8.3 Exploratory Data Analysis #3

Exploratory data analysis on Hospital Readmissions dataset.

Project folder: EDA_hospital_readmit

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/EDA_hospital_readmit/sliderule_dsi_inferential_statistics_exercise_3.ipynb

10.1 Linear Regression

Linear Regression on Boston Housing Dataset.

Project folder: reg_boston_housing

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/reg_boston_housing/Mini_Project_Linear_Regression.ipynb

10.1 Logistic Regression

Classification Problem using Logistic Regression on Heights and Weights data by gender.

Project folder: reg_heights_weights

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/reg_heights_weights/Mini_Project_Logistic_Regression.ipynb

10.3 Naive Bayes

Classification Problem using Naive Bayes using Rotten Tomatoes Movie Dataset.

Project folder: naive_bayes

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/naive_bayes/Mini_Project_Naive_Bayes.ipynb

10.5 Unsupervised Learning

Classification Problem using Advertising Campaigns for Wines dataset.

Project folder: clustering

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/clustering/Mini_Project_Clustering.ipynb

17.1 User Engagement

Classification Problem using User Engagement dataset to identify factors responsible for user platform adoption.

Project folder: relax_challenge

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/relax_challenge/RelaxDataChallenge.ipynb

17.2 User Retention

Classification Problem using User login dataset to identify factors responsible for user retention on a data platform.

Project folder: ultimate_challenge

URL: https://nbviewer.jupyter.org/github/kc3/Springboard/blob/master/ultimate_challenge/Ultimate.ipynb

Capstone #1

Sentiment Analysis of Movie Text Reviews using Recursive Neural Tensor Networks.

The project is based on the following paper: https://nlp.stanford.edu/~socherr/EMNLP2013_RNTN.pdf

Project folder: capstone_1

Final Report: https://github.com/kc3/Springboard/blob/master/capstone_1/docs/capstone_1.pdf