huan-lui / master_data_science

Accompanying code repository for Master in Data Science

Data Science Class

Accompanying code repository for my teaching Data Science classes.

Agenda

1. Getting the data 01-get_data.R
2. Importing data into R 02-read_data.R
3. SQL with R 03-sql.R
4. Data wrangling using dplyr 04-data_wrangling_with_dplyr.R
5. Modeling data with dplyr and sql 05-data_modeling_with_dplyr.R
6. Advanced importing adn exporting data tips 06-advanced_import_export.R
7. Getting data from Google BigQuery 07-big_data_bigquery.R
8. Data wrangling and modeling with Apache Spark 08-big_data_spark.R
9. Time series manipulation, analysis and forecasting 09-time_series.R
10. Time series forecasting using machine learning in H2O 10-time_series_machine_learning_h2o.R
11. Introduction to data visualizacion 11-dataviz_with_ggplot.R
12. Web scraping and text mining 12-web_scraping_text_mining.R

Bonus

• Parallel processing bonus-multidplyr.R
• Modeling flight data bonus_modeling_flights.R

Datasets

• Flights data CSVs - Dictionary
• Flights data BigQuery

Extra materials

• Time series basics (Spanish) intro_series_temporales.md

@jrcajide - es.linkedin.com/in/jrcajide