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# materials-fa23
Fall 2023 student course materials for [MATH 108 Foundations of Data Science](https://www.ccsf.edu/node/167501) at [CCSF](https://www.ccsf.edu)
# Spring 2024 Student Materials
Spring 2024 student materials for [MATH 108 Foundations of Data Science](https://www.ccsf.edu/node/167501) at [CCSF](https://www.ccsf.edu)

* [Computational and Inferential Thinking: The Foundations of Data Science](https://inferentialthinking.com/)
* [datasciece Documentation](https://datascience.readthedocs.io/)
* [Jupyter Notebook Documentation](https://jupyter-notebook.readthedocs.io/)

## General Semester Schedule

|Module|Module Dates|Lectures|Textbook Section(s)|Lab Activity|Homework|Project|Exam|
|:----|:----|:----|:----|:----|:----|:----|:----|
|01|August 28 - September 3 (Includes Holiday)|[Introduction](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec01.ipynb&branch=main), [Cause and Effect](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec02.ipynb&branch=main), [Expressions](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec03.ipynb&branch=main)|[1.0 - 3.3](https://inferentialthinking.com/chapters/01/what-is-data-science.html)|[Lab 01: Jupyter and Python](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab01%2Fstudent%2Flab01.ipynb&branch=main)|[Homework 01: Causality and Expressions](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw01%2Fstudent%2Fhw01.ipynb&branch=main)| | |
|02|September 4 - September 10 (Includes Holiday)|[Data Types](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec04.ipynb&branch=main), [Sequences](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec05.ipynb&branch=main)|[4.0 - 5.3](https://inferentialthinking.com/chapters/04/Data_Types.html)|[Lab 02: Data Types](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab02%2Fstudent%2Flab02.ipynb&branch=main)|[Homework 02: Data Types](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw02%2Fstudent%2Fhw02.ipynb&branch=main)| | |
|03|September 11 - September 17|[Tables](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec06.ipynb&branch=main), [Building Tables](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec07.ipynb&branch=main), [Census](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec08.ipynb&branch=main)|[3.4, 6.0 - 6.4](https://inferentialthinking.com/chapters/03/4/Introduction_to_Tables.html)|[Lab 03: Tables](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab03%2Fstudent%2Flab03.ipynb&branch=main)|[Homework 03: Tables](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw03%2Fstudent%2Fhw03.ipynb&branch=main)| | |
|04|September 18 - September 24|[Charts](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec09.ipynb&branch=main), [Histograms](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec10.ipynb&branch=main)|[7.0 - 7.3](https://inferentialthinking.com/chapters/07/Visualization.html)|[Lab 04: Visualizations](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab04%2Fstudent%2Flab04.ipynb&branch=main)|[Homework 04: Visualizations](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw04%2Fstudent%2Fhw04.ipynb&branch=main)| | |
|05|September 25 - October 1|[Functions](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec11.ipynb&branch=main), [Groups](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec12.ipynb&branch=main), [Pivots and Joins](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec13.ipynb&branch=main)|[8.0 - 8.5](https://inferentialthinking.com/chapters/08/Functions_and_Tables.html)|[Lab 05: Functions and Aggregation](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab05%2Fstudent%2Flab05.ipynb&branch=main)|[Homework 05: Data Analysis](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw05%2Fstudent%2Fhw05.ipynb&branch=main)|[Project 1: World Population and Poverty](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fproject%2Fproject1%2Fstudent%2Fproject1.ipynb&branch=main)| |
|06|October 2 - October 8|[Conditionals and Iteration](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec14.ipynb&branch=main), [Chance](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec15.ipynb&branch=main), [Sampling](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec16.ipynb&branch=main)|[9.0 - 9.5](https://inferentialthinking.com/chapters/09/Randomness.html), [10.0](https://inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html)|Project 1: Checkpoint|[Homework 06: Iteration and Chance](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw06%2Fstudent%2Fhw06.ipynb&branch=main)| | |
|07|October 9 - October 15 (Includes FLEX)|[Distributions](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec17.ipynb&branch=main)|[10.1 - 10.4](https://inferentialthinking.com/chapters/10/1/Empirical_Distributions.html)|[Lab 06: Simulation and Chance](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab06%2Fstudent%2Flab06.ipynb&branch=main)|[Homework 07: Simulation](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw07%2Fstudent%2Fhw07.ipynb&branch=main)| | |
|08|October 16 - October 22|[Table Examples](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec18.ipynb&branch=main), [Midterm Review](https://docs.google.com/presentation/d/1tB8t5d6IQ5X0IP5TjkGHN1NbRINugtRuHjyd69mqtOg)| | | | |Midterm|
|09|October 23 - October 29|[Models](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec20.ipynb&branch=main), [Comparing Distributions](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec21.ipynb&branch=main), [Decisions and Uncertainty](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec22.ipynb&branch=main)|[11.0 - 11.4](https://inferentialthinking.com/chapters/11/Testing_Hypotheses.html)|[Lab 07: Testing Hypotheses](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab07%2Fstudent%2Flab07.ipynb&branch=main)|[Homework 08: Testing Hypotheses](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw08%2Fstudent%2Fhw08.ipynb&branch=main)| | |
|10|October 30 - November 5|[A/B Testing](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec23.ipynb&branch=main), [Causality](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec24.ipynb&branch=main), [Hypothesis Testing Examples](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec25.ipynb&branch=main)|[12.0 - 12.3](https://inferentialthinking.com/chapters/12/Comparing_Two_Samples.html)|[Lab 08: A/B Testing](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flab%2Flab08%2Fstudent%2Flab08.ipynb&branch=main)|[Homework 09: A/B Testing](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw09%2Fstudent%2Fhw09.ipynb&branch=main)| | |
|11|November 6 - November 12 (Includes Holiday)|[Confidence Intervals](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec26.ipynb&branch=main), [Interpreting Confidence](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec27.ipynb&branch=main), [Center and Spread](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Flec%2Flec28.ipynb&branch=main)|[13.0 - 13.4](https://inferentialthinking.com/chapters/13/Estimation.html)|Project 2: Checkpoint|[Homework 10: Confidence Intervals](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fhw%2Fhw10%2Fstudent%2Fhw10.ipynb&branch=main)|[Project 2: Climate](https://ccsf.cloudbank.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fccsf-math-108%2Fmaterials-fa23&urlpath=tree%2Fmaterials-fa23%2Fproject%2Fproject2%2Fstudent%2Fproject2.ipynb&branch=main)| |
|12|November 13 - November 19|The Normal Distribution, Sample Means, Designing Experiments|[14.0 - 14.6](https://inferentialthinking.com/chapters/14/Why_the_Mean_Matters.html)|Lab 09: Normal Distribution and Variability of Sample Means|Homework 11: Designing Experiments| | |
|13|November 20 - November 26 (Includes Holiday)|Correlation, Linear Regression, Least Squares|[15.0 - 15.4](https://inferentialthinking.com/chapters/15/Prediction.html)| | || |
|14|November 27 - December 3|Residuals, Regression Inference|[15.5 - 16.3](https://inferentialthinking.com/chapters/15/5/Visual_Diagnostics.html)|Lab 10: Linear Regression|Homework 12: Correlation and Regression| |Project 3: Movie Classification |
|15|December 4 - December 10|Classification, Classifiers, Updating Predictions|[17.0 - 18.2](https://inferentialthinking.com/chapters/17/Classification.html)|Project 3: Checkpoint|Homework 13: Classification| | |
|16|December 11 - December 17|Conclusion, Course Review| | | | | |
|17|December 18 - December 19| | | | | |Final|
* [Jupyter Notebook Documentation](https://jupyter-notebook.readthedocs.io/)
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