my DataCamp

A repo for all of my DataCamp courses that i went through with datasets (as many as i could get). Courses are in Python and R. Not all datasets were available nor accessible for the courses and were often different subsets or too difficult to retrieve from their platform. Of course datacamp has datasets that can be downloaded [https://www.datacamp.com/datalab/datasets] but none of these were used in the courses.

Oddly enough, some courses pointed to Kaggle for datasets, so if I missed something it could be there (maybe I missed finding it).

R learning courses (not in order)

• base url: https://app.datacamp.com/learn/courses/
• no data = no datasets in the course assets folder

case-studies-network-analysis-in-r
predictive-analytics-using-networked-data-in-r
network-analysis-in-r
sentiment-analysis-in-r
text-mining-with-bag-of-words-in-r
string-manipulation-with-stringr-in-r
introduction-to-text-analysis-in-r
introduction-to-git
joining-data-in-sql
intermediate-sql
feature-engineering-in-r                     # no data
machine-learning-for-business                # no data
developing-r-packages                        # no data
intermediate-importing-data-in-r
foundations-of-inference-in-r
factor-analysis-in-r
fundamentals-of-bayesian-data-analysis-in-r
survival-analysis-in-r
hierarchical-and-mixed-effects-models-in-r
analyzing-survey-data-in-r
foundations-of-probability-in-r              # no data
unsupervised-learning-in-r
supervised-learning-in-r-regression
supervised-learning-in-r-classification
experimental-design-in-r
hypothesis-testing-in-r 
sampling-in-r
intermediate-regression-in-r
introduction-to-regression-in-r
exploratory-data-analysis-in-r
introduction-to-writing-functions-in-r
working-with-dates-and-times-in-r
cleaning-data-in-r
introduction-to-importing-data-in-r
data-communication-concepts                  # no data
intermediate-data-visualization-with-ggplot2
introduction-to-data-visualization-with-ggplot2
joining-data-with-dplyr
data-manipulation-with-dplyr
introduction-to-the-tidyverse
intermediate-r
free-introduction-to-r
hypothesis-testing-in-python
sampling-in-python
exploratory-data-analysis-in-python
introduction-to-data-visualization-with-seaborn
introduction-to-statistics-in-python
joining-data-with-pandas
introduction-to-statistics-in-r
intro-to-python-for-data-science
intermediate-python
marketing-analytics-predicting-customer-churn-in-python  # had R option
bayesian-modeling-with-rjags
introduction-to-natural-language-processing-in-r
introduction-to-natural-language-processing-in-python
bayesian-regression-modeling-with-rstanarm
categorical-data-in-the-tidyverse
manipulating-time-series-data-in-r
machine-learning-for-marketing-analytics-in-r/
/ab-testing-in-r
/linear-algebra-for-data-science-in-r
visualization-best-practices-in-r
/reshaping-data-with-tidyr
case-study-exploratory-data-analysis-in-r
/tidyverse-fundamentals
modeling-with-data-in-the-tidyverse
/communicating-with-data-in-the-tidyverse
/interactive-maps-with-leaflet-in-r
statistical-inference-with-r

machine-learning-scientist-with-r :
  machine-learning-in-the-tidyverse
  cluster-analysis-in-r
  machine-learning-with-caret-in-r
  machine-learning-with-tree-based-models-in-r
  dimensionality-reduction-in-r/
  support-vector-machines-in-r
  hyperparameter-tuning-in-r
  bayesian-regression-modeling-with-rstanarm
  introduction-to-spark-with-sparklyr-in-r

courses part of Machine Learning Scientist skill track:
supervised learning: classification      
supervised learning: regression         
feature engineering                      
unsupervised learning               
ML in the tidyverse                    
intermediate regression                 
cluster analysis                          
ML with caret                            
modeling with tidymodels                 
ML with tree based models                
dimension reduction                       
support vector machines                   
fundamentals of bayesian data analysis    
hyperparameter tuning                     
bayesian regression modeling with rstandarm   
intro to Spark with sparlyr               

R projects

https://app.datacamp.com/learn/courses/hr-analytics-exploring-employee-data-in-r

CUSTOMER BUYING CYCLES IN GROCERY STORE         https://app.datacamp.com/learn/projects/2018
FAST FOOD PREDICTION                            https://app.datacamp.com/learn/projects/2091
CUSTOMER ANALYTICS                              https://app.datacamp.com/learn/projects/customer_analytics_preparing_data_for_modeling
hand washing                                    https://app.datacamp.com/learn/projects/dr_semmelweis
Medical Treatments assessment                   https://projects.datacamp.com/projects/2011
Phyllotaxis art                                 https://projects.datacamp.com/projects/2081
Bike theft visualization                        https://projects.datacamp.com/projects/2516

Python courses (not in order)

https://app.datacamp.com/learn/courses/hypothesis-testing-in-python
https://app.datacamp.com/learn/courses/introduction-to-natural-language-processing-in-python
https://app.datacamp.com/learn/courses/sampling-in-python
https://app.datacamp.com/learn/courses/exploratory-data-analysis-in-python
https://app.datacamp.com/learn/courses/introduction-to-data-visualization-with-seaborn
https://app.datacamp.com/learn/courses/introduction-to-statistics-in-python
https://app.datacamp.com/learn/courses/joining-data-with-pandas
https://app.datacamp.com/learn/courses/data-manipulation-with-pandas
https://app.datacamp.com/learn/courses/intermediate-python
https://app.datacamp.com/learn/courses/intro-to-python-for-data-science
https://app.datacamp.com/learn/courses/marketing-analytics-predicting-customer-churn-in-python
https://app.datacamp.com/learn/courses/introduction-to-regression-with-statsmodels-in-python 
https://app.datacamp.com/learn/courses/intermediate-regression-with-statsmodels-in-python
https://app.datacamp.com/learn/courses/introduction-to-data-visualization-with-plotly-in-python
https://app.datacamp.com/learn/courses/preprocessing-for-machine-learning-in-python
https://app.datacamp.com/learn/career-tracks/data-scientist-in-python
https://app.datacamp.com/learn/courses/developing-python-packages
https://app.datacamp.com/learn/courses/introduction-to-network-analysis-in-python
https://app.datacamp.com/learn/courses/building-recommendation-engines-in-python
https://app.datacamp.com/learn/courses/cleaning-data-in-python

https://app.datacamp.com/learn/skill-tracks/python-data-fundamentals
https://app.datacamp.com/learn/skill-tracks/statistics-fundamentals-with-python

https://app.datacamp.com/learn/skill-tracks/applied-statistics
  https://app.datacamp.com/learn/courses/experimental-design-in-python
  https://app.datacamp.com/learn/courses/ab-testing-in-python
  https://app.datacamp.com/learn/courses/foundations-of-inference-in-python
  https://app.datacamp.com/learn/courses/bayesian-data-analysis-in-python

Python Projects

LEGO SET HISTORY                     https://app.datacamp.com/learn/projects/2378
SUBSCRIBER CHURN                     https://app.datacamp.com/learn/projects/2186
CALORIE CALCULATOR                   https://app.datacamp.com/learn/projects/2406
GOOGLE TRENDS                        https://app.datacamp.com/learn/projects/2504
RECRUITER REGEX                      https://app.datacamp.com/learn/projects/2341
ANALYZING RIVER THAMES               https://app.datacamp.com/learn/projects/anayzing-river-thames-water-levels
CUSTOMER PURCHASE                    https://projects.datacamp.com/projects/2470
WORD FREQ IN MOBY DICK               https://app.datacamp.com/learn/projects/1633
HYPOTHESIS TESTING IN HEALTHCARE     https://app.datacamp.com/learn/projects/1792
BOOK FEATURES                        https://app.datacamp.com/learn/projects/2075
WALMART DATA PIPELINE                https://app.datacamp.com/learn/projects/1833
HANDWASHING - PYTHON | R             https://app.datacamp.com/learn/projects/dr_semmelweis
Getting a Good Night's Sleep         https://app.datacamp.com/learn/projects/2030