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18 changes: 10 additions & 8 deletions _modules/week-02.md
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---
title: Week 2
class: Berkeley
status: Inactive
status: Active
---

June 24
: **5**{: .label} Distributions/Charts
: {{site.links.lec.slides.slide05}} {{site.links.lec.demo.demo05}}
: {{site.links.lec.slides.slide05}} {{site.links.lec.demo.demo05}}
: _Reading:_ [7](https://inferentialthinking.com/chapters/07/Visualization.html), [7.1](https://inferentialthinking.com/chapters/07/1/Visualizing_Categorical_Distributions.html)
: **Lab**{: .label .label-lab} {{site.links.lab.lab02}} (Due 6/24)
: {{site.links.wksht.wksht02}}

June 25
: **6**{: .label} Histograms
: {{site.links.lec.slides.slide06}} {{site.links.lec.demo.demo06}}
: {{site.links.lec.slides.slide06}} {{site.links.lec.demo.demo06}}
: _Reading:_ [7.2](https://inferentialthinking.com/chapters/07/2/Visualizing_Numerical_Distributions.html), [7.3](https://inferentialthinking.com/chapters/07/3/Overlaid_Graphs.html)
: **Homework**{: .label .label-homework} {{site.links.hw.hw03}} (Due 6/28)

June 26
: **7**{: .label} Functions
: {{site.links.lec.slides.slide07}} {{site.links.lec.demo.demo07}}
: {{site.links.lec.slides.slide07}} {{site.links.lec.demo.demo07}}
: _Reading:_ [8](https://inferentialthinking.com/chapters/08/Functions_and_Tables.html), [8.1](https://inferentialthinking.com/chapters/08/1/Applying_a_Function_to_a_Column.html)
: **Lab**{: .label .label-lab} {{site.links.lab.lab03}} (Due 6/26)
: {{site.links.wksht.wksht03}}

June 27
: **8**{: .label} Conditionals and Iteration
: {{site.links.lec.slides.slide08}} {{site.links.lec.demo.demo08}}
: {{site.links.lec.slides.slide08}} {{site.links.lec.demo.demo08}}
: _Reading:_ [9](https://inferentialthinking.com/chapters/09/Randomness.html), [9.1](https://inferentialthinking.com/chapters/09/1/Conditional_Statements.html), [9.2](https://inferentialthinking.com/chapters/09/2/Iteration.html)

June 28
: **9**{: .label} Groups, Pivots, Joins
: {{site.links.lec.slides.slide09}} {{site.links.lec.demo.demo09}}
: {{site.links.lec.slides.slide09}} {{site.links.lec.demo.demo09}}
: _Reading:_ [8](https://inferentialthinking.com/chapters/08/Functions_and_Tables.html), [8.1](https://inferentialthinking.com/chapters/08/1/Applying_a_Function_to_a_Column.html), [8.2](https://inferentialthinking.com/chapters/08/2/Classifying_by_One_Variable.html), [8.3](https://inferentialthinking.com/chapters/08/3/Cross-Classifying_by_More_than_One_Variable.html), [8.4](https://inferentialthinking.com/chapters/08/4/Joining_Tables_by_Columns.html)
: **Homework**{: .label .label-homework} {{site.links.hw.hw04}} (Due 7/3)
: **Project**{: .label .label-project} {{site.links.proj.proj1}} (Due Fri 7/5; Checkpoint 7/3)
: **Homework**{: .label .label-homework} {{site.links.hw.hw04}} (Due 7/2)
: **Project**{: .label .label-project} {{site.links.proj.proj1}} (Due Fri 7/5; Checkpoint 7/2)
18 changes: 9 additions & 9 deletions _modules/week-03.md
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---
title: Week 3
class: Berkeley
status: Inactive
status: Active
---

July 1
: **10**{: .label} Chance
: {{site.links.lec.slides.slide10}} {{site.links.lec.demo.demo10}}
: {{site.links.lec.slides.slide10}} {{site.links.lec.demo.demo10}}
: _Reading:_ [9.2](https://inferentialthinking.com/chapters/09/2/Iteration.html), [9.3](https://inferentialthinking.com/chapters/09/3/Simulation.html), [9.4](https://inferentialthinking.com/chapters/09/4/Monty_Hall_Problem.html)
: **Lab**{: .label .label-lab} [Lab 04: Functions & Visualizations](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab04%2Flab04.ipynb&branch=main) (Due 7/3)
: **Lab**{: .label .label-lab} {{site.links.lab.lab04}} (Due 7/1)

July 2
: **11**{: .label} Sampling
: {{site.links.lec.slides.slide11}} {{site.links.lec.demo.demo11}}
: {{site.links.lec.slides.slide11}} {{site.links.lec.demo.demo11}}
: _Reading:_ [9.5](https://inferentialthinking.com/chapters/09/5/Finding_Probabilities.html), [10](https://inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html)
: **Lab**{: .label .label-lab} [Lab 05: Conditional Statements, Iteration, Tables](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab05%2Flab05.ipynb&branch=main) (Due 7/5)
: **Homework**{: .label .label-homework} {{site.links.hw.hw05}} (Due 7/5)

July 3
: **12**{: .label} Models
: {{site.links.lec.slides.slide12}} {{site.links.lec.demo.demo12}}
: {{site.links.lec.slides.slide12}} {{site.links.lec.demo.demo12}}
: _Reading:_ [10.2](https://inferentialthinking.com/chapters/10/2/Sampling_from_a_Population.html), [10.3](https://inferentialthinking.com/chapters/10/3/Empirical_Distribution_of_a_Statistic.html), [10.4](https://inferentialthinking.com/chapters/10/4/Random_Sampling_in_Python.html)
: **Lab**{: .label .label-lab} {{site.links.lab.lab05}} (Due 7/3)

July 4
: **Independence Day**{: .label} Holiday: No class
: **Homework**{: .label .label-homework} [Homework 05](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw05%2Fhw05.ipynb&branch=main) (Due 7/7)

July 5
: **13**{: .label} Comparing Distributions, Decisions/Uncertainty
: {{site.links.lec.slides.slide13}} {{site.links.lec.demo.demo13}}
: {{site.links.lec.slides.slide13}} {{site.links.lec.demo.demo13}}
: _Reading:_ [11.1](https://inferentialthinking.com/chapters/11/1/Assessing_a_Model.html), [11.2](https://inferentialthinking.com/chapters/11/2/Multiple_Categories.html), [11.3](https://inferentialthinking.com/chapters/11/3/Decisions_and_Uncertainty.html), [11.4](https://inferentialthinking.com/chapters/11/4/Error_Probabilities.html)
: **Homework**{: .label .label-homework} [Homework 06](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw06%2Fhw06.ipynb&branch=main) (Due 7/11)
: **Homework**{: .label .label-homework} {{site.links.hw.hw06}} (Due 7/9)
17 changes: 9 additions & 8 deletions _modules/week-04.md
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---
title: Week 4
class: Berkeley
status: Inactive
status: Active
---

July 8
: **14**{: .label} A/B Testing:
: {{site.links.lec.slides.slide14}} {{site.links.lec.demo.demo14}}
: {{site.links.lec.slides.slide14}} {{site.links.lec.demo.demo14}}
: _Reading:_ [11.4](https://inferentialthinking.com/chapters/11/4/Error_Probabilities.html), [12.1](https://inferentialthinking.com/chapters/12/1/AB_Testing.html)
: **Lab**{: .label .label-lab} [Lab 06: Assessing Models](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab06%2Flab06.ipynb&branch=main) (Due 7/10)
: **Lab**{: .label .label-lab} {{site.links.lab.lab06}} (Due 7/8)
: {{site.links.wksht.wksht06}}

July 9
: **15**{: .label} Causality
: {{site.links.lec.slides.slide15}} {{site.links.lec.demo.demo15}}
: {{site.links.lec.slides.slide15}} {{site.links.lec.demo.demo15}}
: _Reading:_ [12.2](https://inferentialthinking.com/chapters/12/2/Causality.html)

July 10
: **16**{: .label} Midterm Review Part 1
: {{site.links.lec.slides.slide16}} {{site.links.lec.demo.demo16}}
: {{site.links.lec.slides.slide16}} {{site.links.lec.demo.demo16}}
: _Reading:_ [12.3](https://inferentialthinking.com/chapters/12/3/Deflategate.html)
: **Lab**{: .label .label-lab} [Lab 07: A/B Testing](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab07%2Flab07.ipynb&branch=main) (Due 7/12)
: **Lab**{: .label .label-lab} {{site.links.lab.lab07}} (Due 7/10)
: {{site.links.wksht.wksht07}}

July 11
: **17**{: .label} Midterm Review Part 2
: {{site.links.lec.slides.slide17}} {{site.links.lec.demo.demo17}}
: [Worksheet](https://drive.google.com/file/d/1avh9EW3BNtUb_9xQKTpkOBSVDhwcolhF/view?usp=drive_link)
: {{site.links.lec.slides.slide17}} {{site.links.lec.demo.demo17}}

July 12
: **Exam**{: .label .label-exam} Midterm Exam (11 AM - 1 PM)
20 changes: 10 additions & 10 deletions _modules/week-05.md
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@@ -1,35 +1,35 @@
---
title: Week 5
class: Berkeley
status: Inactive
status: Active
---

July 15
: **18**{: .label} Confidence Intervals
: {{site.links.lec.slides.slide18}} {{site.links.lec.demo.demo18}}
: {{site.links.lec.slides.slide18}} {{site.links.lec.demo.demo18}}
: _Reading:_ [13](https://inferentialthinking.com/chapters/13/Estimation.html), [13.1](https://inferentialthinking.com/chapters/13/1/Percentiles.html), [13.2](https://inferentialthinking.com/chapters/13/2/Bootstrap.html)
: **Lab**{: .label .label-lab} Post-Midterm Review

July 16
: **19**{: .label} Interpreting Confidence
: {{site.links.lec.slides.slide19}} {{site.links.lec.demo.demo19}}
: {{site.links.lec.slides.slide19}} {{site.links.lec.demo.demo19}}
: _Reading:_ [13.3](https://inferentialthinking.com/chapters/13/3/Confidence_Intervals.html), [13.4](https://inferentialthinking.com/chapters/13/4/Using_Confidence_Intervals.html)
: **Homework**{: .label .label-homework} [Homework 07](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw07%2Fhw07.ipynb&branch=main) (Due 7/21)
: **Homework**{: .label .label-homework} {{site.links.hw.hw07}} (Due 7/19)

July 17
: **20**{: .label} Center and Spread
: {{site.links.lec.slides.slide20}} {{site.links.lec.demo.demo20}}
: {{site.links.lec.slides.slide20}} {{site.links.lec.demo.demo20}}
: _Reading:_ [14](https://inferentialthinking.com/chapters/14/Why_the_Mean_Matters.html), [14.1](https://inferentialthinking.com/chapters/14/1/Properties_of_the_Mean.html), [14.2](https://inferentialthinking.com/chapters/14/2/Variability.html)
: **Lab**{: .label .label-lab} [Lab 08: Confidence Intervals](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab08%2Flab08.ipynb&branch=main) (Due 7/19)
: **Lab**{: .label .label-lab} {{site.links.lab.lab08}} (Due 7/17)
: {{site.links.wksht.wksht08}}

July 18
: **21**{: .label} The Normal Distribution
: {{site.links.lec.slides.slide21}} {{site.links.lec.demo.demo21}}
: {{site.links.lec.slides.slide21}} {{site.links.lec.demo.demo21}}
: _Reading:_ [14.3](https://inferentialthinking.com/chapters/14/3/SD_and_the_Normal_Curve.html), [14.4](https://inferentialthinking.com/chapters/14/4/Central_Limit_Theorem.html)

July 19
: **22**{: .label} Sample Means, Designing Experiments
: {{site.links.lec.slides.slide22}} {{site.links.lec.demo.demo22}}
: {{site.links.lec.slides.slide22}} {{site.links.lec.demo.demo22}}
: _Reading:_ [14.5](https://inferentialthinking.com/chapters/14/5/Variability_of_the_Sample_Mean.html), [14.6](https://inferentialthinking.com/chapters/14/6/Choosing_a_Sample_Size.html)

: **Homework**{: .label .label-homework} [Homework 08](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw08%2Fhw08.ipynb&branch=main) (Due 7/25)
: **Homework**{: .label .label-homework} {{site.links.hw.hw08}} (Due 7/23)
22 changes: 12 additions & 10 deletions _modules/week-06.md
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---
title: Week 6
class: Berkeley
status: Inactive
status: Active
---

July 22
: **23**{: .label} Correlation
: {{site.links.lec.slides.slide23}} {{site.links.lec.demo.demo23}}
: {{site.links.lec.slides.slide23}} {{site.links.lec.demo.demo23}}
: _Reading:_ [15](https://inferentialthinking.com/chapters/15/Prediction.html), [15.1](https://inferentialthinking.com/chapters/15/1/Correlation.html)
: **Lab**{: .label .label-lab} [Lab 09: Sample Means](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab09%2Flab09.ipynb&branch=main) (Due 7/24)
: **Lab**{: .label .label-lab} {{site.links.lab.lab09}} (Due 7/22)
: {{site.links.wksht.wksht09}}

July 23
: **24**{: .label} Linear Regression
: {{site.links.lec.slides.slide24}} {{site.links.lec.demo.demo24}}
: {{site.links.lec.slides.slide24}} {{site.links.lec.demo.demo24}}
: _Reading:_ [15.2](https://inferentialthinking.com/chapters/15/2/Regression_Line.html)
: **Homework**{: .label .label-homework} [Homework 09](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw09%2Fhw09.ipynb&branch=main) (Due 7/28)
: **Homework**{: .label .label-homework} {{site.links.hw.hw09}} (Due 7/26)

July 24
: **25**{: .label} Least Squares
: {{site.links.lec.slides.slide25}} {{site.links.lec.demo.demo25}}
: {{site.links.lec.slides.slide25}} {{site.links.lec.demo.demo25}}
: _Reading:_ [15.3](https://inferentialthinking.com/chapters/15/3/Method_of_Least_Squares.html), [15.4](https://inferentialthinking.com/chapters/15/4/Least_Squares_Regression.html)
: **Lab**{: .label .label-lab} [Lab 10: Climate Part 1](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab10%2Flab10.ipynb&branch=main) (Due 7/26)
: **Lab**{: .label .label-lab} {{site.links.lab.lab10}} (Due 7/24)
: {{site.links.wksht.wksht10}}

July 25
: **26**{: .label} Residuals
: {{site.links.lec.slides.slide26}} {{site.links.lec.demo.demo26}}
: {{site.links.lec.slides.slide26}} {{site.links.lec.demo.demo26}}
: _Reading:_ [15.5](https://inferentialthinking.com/chapters/15/5/Visual_Diagnostics.html), [15.6](https://inferentialthinking.com/chapters/15/6/Numerical_Diagnostics.html)

July 26
: **27**{: .label} Regression Inference
: {{site.links.lec.slides.slide27}} {{site.links.lec.demo.demo27}}
: {{site.links.lec.slides.slide27}} {{site.links.lec.demo.demo27}}
: _Reading:_ [16](https://inferentialthinking.com/chapters/16/Inference_for_Regression.html)
: **Homework**{: .label .label-homework} [Homework 10](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw10%2Fhw10.ipynb&branch=main) (Due 8/1)
: **Homework**{: .label .label-homework} {{site.links.hw.hw10}} (Due 7/30)
21 changes: 13 additions & 8 deletions _modules/week-07.md
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---
title: Week 7
class: Berkeley
status: Inactive
status: Active
---

July 29
: **28**{: .label} Classification
: {{site.links.lec.slides.slide28}} {{site.links.lec.demo.demo28}}
: {{site.links.lec.slides.slide28}} {{site.links.lec.demo.demo28}}
: _Reading:_ [17](https://inferentialthinking.com/chapters/17/Classification.html), [17.1](https://inferentialthinking.com/chapters/17/1/Nearest_Neighbors.html), [17.2](https://inferentialthinking.com/chapters/17/2/Training_and_Testing.html), [17.3](https://inferentialthinking.com/chapters/17/3/Rows_of_Tables.html)
: **Lab**{: .label .label-lab} [Lab 11: Climate Part 2](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab11%2Flab11.ipynb&branch=main)
: **Lab**{: .label .label-lab} {{site.links.lab.lab11}} (Due 7/29)
: {{site.links.wksht.wksht11}}

July 30
: **29**{: .label} Classifiers
: {{site.links.lec.slides.slide29}} {{site.links.lec.demo.demo29}}
: {{site.links.lec.slides.slide29}} {{site.links.lec.demo.demo29}}
: _Reading:_ [17.4](https://inferentialthinking.com/chapters/17/4/Implementing_the_Classifier.html)
: **Homework**{: .label .label-homework} [Homework 11](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Fhw%2Fhw11%2Fhw11.ipynb&branch=main) (Due 8/4)
: **Homework**{: .label .label-homework} {{site.links.hw.hw11}} (Due 8/2)

July 31
: **30**{: .label} Updating Probabilities
: {{site.links.lec.slides.slide30}} {{site.links.lec.demo.demo30}}
: {{site.links.lec.slides.slide30}} {{site.links.lec.demo.demo30}}
: _Reading:_ [13](https://inferentialthinking.com/chapters/13/Estimation.html), [18](https://inferentialthinking.com/chapters/18/Updating_Predictions.html)
: **Lab**{: .label .label-lab} [Lab 12: Regression](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab12%2Flab12.ipynb&branch=main)
: **Project**{: .label .label-project} [Project 2: Classifying Movies](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=tree%2Fmaterials-su23%2Fmaterials%2Fproject%2Fproject2%2Fproject2.ipynb&branch=main) (Due Wed 8/9; Checkpoint Mon 8/7)
: **Lab**{: .label .label-lab} {{site.links.lab.lab12}}
: {{site.links.wksht.wksht12}}
: **Project**{: .label .label-project} {{site.links.proj.proj3}} (Due Tues 8/7; Checkpoint Mon 8/5)

August 1
: **31**{: .label} Case Study 1: TBA
: {{site.links.lec.slides.slide31}} {{site.links.lec.demo.demo31}}

August 2
: **32**{: .label} Case Study 2: TBA
: {{site.links.lec.slides.slide32}} {{site.links.lec.demo.demo32}}
: **Homework**{: .label .label-homework} {{site.links.hw.hw12}} (Due 8/6)
13 changes: 7 additions & 6 deletions _modules/week-08.md
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---
title: Week 8
class: Berkeley
status: Inactive
status: Active
---

August 5
: **33**{: .label} Final Review
: {{site.links.lec.slides.slide33}} {{site.links.lec.demo.demo33}}
: **Lab**{: .label .label-lab} [Lab 13: Conditional Probability](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-su23&urlpath=retro%2Ftree%2Fmaterials-su23%2Fmaterials%2Flab%2Flab13%2Flab13.ipynb&branch=main) (due 8/7)
: {{site.links.lec.slides.slide33}} {{site.links.lec.demo.demo33}}
: **Lab**{: .label .label-lab} {{site.links.lab.lab13}} (due 8/5)
: {{site.links.wksht.wksht13}}

August 6
: **34**{: .label} Final Review
: {{site.links.lec.slides.slide34}} {{site.links.lec.demo.demo34}}
: {{site.links.lec.slides.slide34}} {{site.links.lec.demo.demo34}}

August 7
: **Exam**{: .label .label-exam} Final Exam (11 AM - 1 PM)

August 8
: **35**{: .label} Conclusion
: {{site.links.lec.slides.slide35}} {{site.links.lec.demo.demo35}}
: {{site.links.lec.slides.slide35}} {{site.links.lec.demo.demo35}}

August 9
: **36**{: .label} Panel
: {{site.links.lec.slides.slide36}} {{site.links.lec.demo.demo36}}
: {{site.links.lec.slides.slide36}} {{site.links.lec.demo.demo36}}

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