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--- | ||
title: Week 1 – Python Basics | ||
title: Week 1 | ||
weekNumber: 1 | ||
days: | ||
- date: 2023-10-2 | ||
- date: 2024-1-8 | ||
events: | ||
"**LEC 2**{: .label .label-lecture } [Expressions and Data Types](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec02/lec02.ipynb) [✏️](resources/lectures/lec02/lec02.html)": | ||
"**LEC 1**{: .label .label-lecture } Introduction": | ||
"[CIT 1.0-1.3](https://inferentialthinking.com/chapters/01/what-is-data-science.html)" | ||
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"**DISC**{: .label .label-disc } Getting Started with Jupyter Notebooks": | ||
- date: 2024-1-9 | ||
events: | ||
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- date: 2024-1-10 | ||
events: | ||
"**LEC 2**{: .label .label-lecture } Expressions and Data Types": | ||
"[BPD 1-6](https://notes.dsc10.com/01-getting_started/tools.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> Jupyter notebooks, expressions, variables, assignment, functions, int, float</span></i></small>": | ||
- date: 2023-10-4 | ||
- date: 2024-1-11 | ||
events: | ||
"**LEC 3**{: .label .label-lecture } [Strings, Lists, and Arrays](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec03/lec03.ipynb) [✏️](resources/lectures/lec03/lec03.html)": | ||
"[BPD 7-8](https://notes.dsc10.com/02-data_sets/arrays.html), [CIT 14.1](https://inferentialthinking.com/chapters/14/1/Properties_of_the_Mean.html#)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> string methods, mean, median, lists, arrays, array arithmetic</span></i></small>": | ||
"**DIS 1**{: .label .label-disc } [Getting Started with Jupyter Notebooks](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=discussion/disc01/disc01.ipynb) ([problems](https://practice.dsc10.com/disc01))": | ||
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- date: 2023-10-6 | ||
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- date: 2024-1-12 | ||
events: | ||
"**LEC 4**{: .label .label-lecture } [Arrays and DataFrames](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec04/lec04.ipynb) [✏️](resources/lectures/lec04/lec04.html)": | ||
"[BPD 9-10](https://notes.dsc10.com/02-data_sets/accessing.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> array methods, np.arange, .read_csv, .get, .assign, .sort_values, .iloc, .loc, index</span></i></small>": | ||
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- date: 2023-10-7 | ||
"**LEC 3**{: .label .label-lecture } Strings, Lists, and Arrays": | ||
"[BPD 7-8](https://notes.dsc10.com/02-data_sets/arrays.html), [CIT 14.1](https://inferentialthinking.com/chapters/14/1/Properties_of_the_Mean.html#)" | ||
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- date: 2024-1-13 | ||
events: | ||
"**Lab 0**{: .label .label-lab } **[Expressions and Data Types](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=labs/lab00/lab00.ipynb)**": | ||
--- | ||
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"**Lab 0**{: .label .label-lab } **Expressions and Data Types**": | ||
--- |
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--- | ||
title: Week 2 – DataFrames and Visualization | ||
title: Week 2 | ||
weekNumber: 2 | ||
days: | ||
- date: 2023-10-9 | ||
events: | ||
"**LEC 5**{: .label .label-lecture } [Querying and Grouping](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec05/lec05.ipynb) [✏️](resources/lectures/lec05/lec05.html)": | ||
"[BPD 10-11](https://notes.dsc10.com/02-data_sets/querying.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> .set_index, Booleans, querying, .shape, &, |, .take, .groupby, aggregation</span></i></small>": | ||
- date: 2023-10-11 | ||
events: | ||
"**LEC 6**{: .label .label-lecture } [Grouping and Data Visualization](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec06/lec06.ipynb) [✏️](resources/lectures/lec06/lec06.html)": | ||
"[CIT 7.0-7.1](https://inferentialthinking.com/chapters/07/Visualization.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> .groupby, numerical vs. categorical, scatter plot, line plot, bar chart</span></i></small>": | ||
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||
"**DIS 2**{: .label .label-disc } [Arrays and DataFrames](https://practice.dsc10.com/disc02/index.html)": | ||
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"**QUIZ 1**{: .label .label-quiz } [Solutions](resources/quizzes/quiz1.pdf)": | ||
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- date: 2023-10-12 | ||
events: | ||
"**Lab 1**{: .label .label-lab } **[Arrays and DataFrames](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=labs/lab01/lab01.ipynb)**": | ||
- date: 2023-10-13 | ||
events: | ||
"**LEC 7**{: .label .label-lecture } [Distributions and Histograms](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec07/lec07.ipynb) [✏️](resources/lectures/lec07/lec07.html)": | ||
"[CIT 7.2, 7.3](https://inferentialthinking.com/chapters/07/2/Visualizing_Numerical_Distributions.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> distributions, density histograms, binning, total area, overlaid plots</span></i></small>": | ||
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- date: 2023-10-14 | ||
events: | ||
"**HW 1**{: .label .label-hw } [**Basic Python, Arrays, and DataFrames**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=homeworks/hw01/hw01.ipynb)": | ||
--- | ||
--- |
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--- | ||
title: Week 3 – Functions and Control Flow | ||
title: Week 3 | ||
weekNumber: 3 | ||
days: | ||
- date: 2023-10-16 | ||
events: | ||
"**LEC 8**{: .label .label-lecture } [Functions and Applying](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec08/lec08.ipynb) [✏️](resources/lectures/lec08/lec08.html)": | ||
"[BPD 6, 12](https://notes.dsc10.com/01-getting_started/functions-defining.html#example)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> functions, arguments, print vs. return, .apply, .reset_index</span></i></small>": | ||
- date: 2023-10-18 | ||
events: | ||
"**LEC 9**{: .label .label-lecture } [Grouping on Multiple Columns, Merging](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec09/lec09.ipynb) [✏️](resources/lectures/lec09/lec09.html)": | ||
"[BPD 11, 13](https://notes.dsc10.com/02-data_sets/groupby.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> .groupby([col_1, col_2, …]), subgroups, MultiIndex, .merge, number of rows</span></i></small>": | ||
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||
"**DIS 3**{: .label .label-disc } [Querying, Grouping, and Plotting](https://practice.dsc10.com/disc03/index.html)": | ||
- date: 2023-10-19 | ||
events: | ||
"**Lab 2**{: .label .label-lab } **[Data Visualizations and Functions](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=labs/lab02/lab02.ipynb)**": | ||
- date: 2023-10-20 | ||
events: | ||
"**LEC 10**{: .label .label-lecture } [Conditional Statements and Iteration](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec10/lec10.ipynb) [✏️](resources/lectures/lec10/lec10.html)": | ||
"[CIT 9.0-9.2](https://inferentialthinking.com/chapters/09/Randomness.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> in, not, and, or, if, else, elif, for-loops, np.append, accumulator pattern</span></i></small>": | ||
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- date: 2023-10-21 | ||
events: | ||
"**HW 2**{: .label .label-hw } [**DataFrames, Data Visualization, and Functions**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=homeworks/hw02/hw02.ipynb)": | ||
--- | ||
--- |
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--- | ||
title: Week 4 – Probability and Simulation | ||
title: Week 4 | ||
weekNumber: 4 | ||
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||
days: | ||
- date: 2023-10-23 | ||
events: | ||
"**LEC 11**{: .label .label-lecture } [Probability](../resources/lectures/lec11/lec11-blank.pdf) (annotated: [8AM](../resources/lectures/lec11/lec11-8am.pdf) • [1PM](../resources/lectures/lec11/lec11-1pm.pdf))": | ||
"[CIT 9.5](https://inferentialthinking.com/chapters/09/5/Finding_Probabilities.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> event, conditional prob., multiplication and addition rules, independence</span></i></small>": | ||
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- date: 2023-10-25 | ||
events: | ||
"**LEC 12**{: .label .label-lecture } [Simulation](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec12/lec12.ipynb) [✏️](resources/lectures/lec12/lec12.html)": | ||
"[CIT 9.3-9.4](https://inferentialthinking.com/chapters/09/3/Simulation.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> np.random.choice, replacement, np.count_nonzero, coin flipping, Monty Hall</span></i></small>": | ||
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||
"**DIS 4**{: .label .label-disc } [DataFrames, Control Flow, and Probability](https://practice.dsc10.com/disc04/index.html)": | ||
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"**QUIZ 2**{: .label .label-quiz } [Solutions](resources/quizzes/quiz2.pdf)": | ||
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- date: 2023-10-26 | ||
events: | ||
"**Lab 3**{: .label .label-lab } [**DataFrames, Control Flow, and Probability**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=labs/lab03/lab03.ipynb)": | ||
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- date: 2023-10-27 | ||
events: | ||
"**LEC 13**{: .label .label-lecture } [Midterm Review](../resources/lectures/lec13/lec13-blank.pdf) (annotated: [8AM](../resources/lectures/lec13/lec13-8am.pdf) • [9AM](../resources/lectures/lec13/lec13-9am.pdf) • [10AM](../resources/lectures/lec13/lec13-10am.pdf) • [1PM](../resources/lectures/lec13/lec13-1pm.pdf))": | ||
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- date: 2023-10-28 | ||
events: | ||
"**HW 3**{: .label .label-hw } [**DataFrames, Control Flow, and Probability**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=homeworks/hw03/hw03.ipynb)": | ||
--- | ||
--- |
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--- | ||
title: Week 5 – Midterm Exam | ||
title: Week 5 | ||
weekNumber: 5 | ||
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days: | ||
- date: 2023-10-30 | ||
events: | ||
"**EXAM**{: .label .label-exam } **Midterm Exam** (in registered lecture section)": | ||
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- date: 2023-11-1 | ||
events: | ||
"**LEC 14**{: .label .label-lecture } [Distributions and Sampling](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec14/lec14.ipynb) [✏️](resources/lectures/lec14/lec14.html)": | ||
"[CIT 10.0-10.4](https://inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> probability vs. empirical distribution, SRS, .sample, parameter, statistic</span></i></small>": | ||
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"**DIS 5**{: .label .label-disc } [Midterm Exam Walkthrough](../resources/exams/fa23-midterm-sol.pdf)": | ||
- date: 2023-11-3 | ||
events: | ||
"**LEC 15**{: .label .label-lecture } [Bootstrapping and Confidence Intervals](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec15/lec15.ipynb) [✏️](resources/lectures/lec15/lec15.html)": | ||
"[CIT 13.0-13.2](https://inferentialthinking.com/chapters/13/Estimation.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> inference, bootstrapping, resample, np.percentile, confidence interval</span></i></small>": | ||
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--- |
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--- | ||
title: Week 6 – Confidence Intervals and the Normal Distribution | ||
title: Week 6 | ||
weekNumber: 6 | ||
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days: | ||
- date: 2023-11-6 | ||
events: | ||
"**LEC 16**{: .label .label-lecture } [Confidence Intervals, Center, and Spread](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec16/lec16.ipynb) [✏️](resources/lectures/lec16/lec16.html)": | ||
"[CIT 13.3-13.4](https://inferentialthinking.com/chapters/13/3/Confidence_Intervals.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> interpreting CIs, robust vs. sensitive, center, standard deviation, Chebyshev</span></i></small>": | ||
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"**PROJ**{: .label .label-proj } **[Midterm Project: Taylor Swift](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=projects/midterm-project/midterm-project.ipynb)** (see [partner guidelines](project-partners))": | ||
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- date: 2023-11-8 | ||
events: | ||
"**LEC 17**{: .label .label-lecture } [Standardization and the Normal Distribution](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec17/lec17.ipynb) [✏️](resources/lectures/lec17/lec17.html)": | ||
"[CIT 14.2-14.3](https://inferentialthinking.com/chapters/14/2/Variability.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> Chebyshev, standard units, normal distribution, CDF, inflection points</span></i></small>": | ||
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"**DIS 6**{: .label .label-disc } [Sampling, Bootstrapping, and Confidence Intervals](https://practice.dsc10.com/disc06/index.html)": | ||
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- date: 2023-11-9 | ||
events: | ||
"**Lab 4**{: .label .label-lab } [**Simulation, Sampling, & Bootstrapping**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=labs/lab04/lab04.ipynb)": | ||
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- date: 2023-11-10 | ||
events: | ||
"No Lecture (Veterans Day 🎖️)": | ||
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- date: 2023-11-11 | ||
events: | ||
"**HW 4**{: .label .label-hw } [**Simulation, Sampling, Bootstrapping**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=homeworks/hw04/hw04.ipynb)": | ||
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"**SUR**{: .label .label-survey } [**Mid-Quarter Survey**](https://docs.google.com/forms/d/e/1FAIpQLSenMue3wGwX7OVIE0RMJ4OFzMtg0YG3T2PqXikcB7594ij5kg/viewform)": | ||
--- | ||
--- |
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--- | ||
title: Week 7 – Central Limit Theorem | ||
title: Week 7 | ||
weekNumber: 7 | ||
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||
days: | ||
- date: 2023-11-13 | ||
events: | ||
"**LEC 18**{: .label .label-lecture } [The Central Limit Theorem](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec18/lec18.ipynb) [✏️](resources/lectures/lec18/lec18.html)": | ||
"[CIT 14.4-14.5](https://inferentialthinking.com/chapters/14/4/Central_Limit_Theorem.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> interpreting CIs, robust vs. sensitive, center, standard deviation, Chebyshev</span></i></small>": | ||
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- date: 2023-11-15 | ||
events: | ||
"**LEC 19**{: .label .label-lecture } [Choosing Sample Sizes, Statistical Models](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec19/lec19.ipynb) [✏️](resources/lectures/lec19/lec19.html)": | ||
"[CIT 14.6](https://inferentialthinking.com/chapters/14/6/Choosing_a_Sample_Size.html), [11.1](https://inferentialthinking.com/chapters/11/1/Assessing_a_Model.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> standard deviation of 0s and 1s, np.random.multinomial, Robert Swain jury panel</span></i></small>": | ||
|
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"**DIS 7**{: .label .label-disc } [Standardization and the Normal Distribution](https://practice.dsc10.com/disc07/index.html)": | ||
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"**QUIZ 3**{: .label .label-quiz } In Discussion, Covers Lectures 14-17": | ||
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- date: 2023-11-17 | ||
events: | ||
"**LEC 20**{: .label .label-lecture } [Hypothesis Testing](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec20/lec20.ipynb) [✏️](resources/lectures/lec20/lec20.html)": | ||
"[CIT 11.3](https://inferentialthinking.com/chapters/11/3/Decisions_and_Uncertainty.html)" | ||
"<small><i><span style='display: inline-block; padding-left: 80px'><b>Keywords:</b> null and alternative hypotheses, test statistic, fair or unfair coin</span></i></small>": | ||
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- date: 2023-11-18 | ||
events: | ||
"**Lab 5**{: .label .label-lab } [**Variability and the Normal Distribution**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=labs/lab05/lab05.ipynb)": | ||
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--- | ||
--- |
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--- | ||
title: Week 8 – Hypothesis and Permutation Testing | ||
title: Week 8 | ||
weekNumber: 8 | ||
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||
days: | ||
- date: 2023-11-20 | ||
events: | ||
"**LEC 21**{: .label .label-lecture } [Hypothesis Testing and Total Variation Distance](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec21/lec21.ipynb) [✏️](resources/lectures/lec21/lec21.html)": | ||
"[CIT 11.2](https://inferentialthinking.com/chapters/11/2/Multiple_Categories.html), [11.4](https://inferentialthinking.com/chapters/11/4/Error_Probabilities.html)" | ||
- date: 2023-11-21 | ||
events: | ||
"**HW 5**{: .label .label-hw } [**The Normal Distribution and the Central Limit Theorem**](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=homeworks/hw05/hw05.ipynb)": | ||
- date: 2023-11-22 | ||
events: | ||
"**LEC 22**{: .label .label-lecture } [TVD, Hypothesis Testing, and Permutation Testing](http://datahub.ucsd.edu/user-redirect/git-sync?repo=https://github.com/dsc-courses/dsc10-2023-fa&subPath=lectures/lec22/lec22.ipynb) [✏️](resources/lectures/lec22/lec22.html)": | ||
"[CIT 12.0-12.1](https://inferentialthinking.com/chapters/12/Comparing_Two_Samples.html)" | ||
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"**DIS 8**{: .label .label-disc } [Central Limit Theorem and Hypothesis Testing](https://practice.dsc10.com/disc08/index.html)": | ||
- date: 2023-11-24 | ||
events: | ||
"No Lecture (Thanksgiving 🦃)": | ||
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