Course Schedule
Part 1: Performance
Week 1
[Mon] Reproducibility 1 (Jan 25)
- Course Overview
- Hardware, OS, Interpreters
Read: Syllabus
Lab: Cloud Setup
Watch: Videos
Slides: PDF
[Fri] Quantifying Perf 1 (Jan 29)
- check_output
- time
Released: P1 (perf measurements)
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 2
[Mon] Quantifying Perf 2 (Feb 1)
- complexity analysis
- Big O
Lab: Git Practice
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Quantifying Perf 3 (Feb 3)
- practice
Watch: Videos
Worksheet: PDF (answers)
PythonTutor: examples
Read: Lecture Notes (NB)
[Fri] OOP 1: Classes (Feb 5)
- attributes
- methods
- constructors
Optional Reading: Think Python 15, 16, and 17.1 - 17.5
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 3
[Mon] OOP 2: Special Methods (Feb 8)
- __str__, __repr__, _repr_html_
- __eq__, __lt__
- __len__, __getitem__
- __enter__, __exit__
TEST CASES
Optional Reading: Python Data Model
QUIZ 1 DUE
Lab: Files and Complexity
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] OOP 3: Inheritance (Feb 10)
- method resolution order
- overriding methods
- calling overridden methods
Due: P1
Released: P2 (trees)
Optional Reading: Think Python 18
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 4
[Mon] Recursion (Feb 15)
- functions that return something
- functions that do something
QUIZ 2 DUE
Lab: Linked Lists
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Trees 1 (Feb 19)
- trees
- binary trees
- binary search trees (BSTs)
Watch: Videos
Read: Lecture Notes (NB)
Week 5
[Mon] Trees 2 (Feb 22)
- implementing dictionaries with BSTs
- graph search
QUIZ 3 DUE
Lab: BSTs
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Graph Search 1 (Feb 24)
- depth-first search
Due: P2
Released: P3 (crawler)
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Fri] Graph Search 2 (Feb 26)
- breadth-first search
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Part 2: Web and Visualization
Week 6
[Mon] Web 1: Selenium (Mar 1)
- advanced web scraping
TRICKY PAGES
QUIZ 4 DUE
Lab: DFS vs. BFS
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Web 2: Recursive Crawl (Mar 3)
- more tricky pages
- BFS for webpages
CRAWL PRACTICE
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Web 3: Flask (Mar 5)
- review from CS 220
- flask
- decorators
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 7
[Mon] Web 4: Logging, Rate Limiting, and robots.txt (Mar 8)
- wrappers based on *args and **kwargs*
- robots.txt
- HTTP 429
QUIZ 5 DUE
Lab: Web
Due: P3
Released: P4 (website)
Watch: Videos
PythonTutor: examples
Read: Lecture Notes (NB)
[Wed] Web 5: A/B testing (Mar 10)
- data collection
- significance
Read: The Morality of A/B Testing (TechCrunch article)
Watch: Videos
Slides: PDF
Week 8
[Mon] Regex 1 (Mar 15)
- character classes
- repetition
- anchoring
Read: DS100 Ch 12
QUIZ 6 DUE
Lab: Regex
Watch: Videos
Slides: PDF
[Fri] Visualization 1 (Mar 19)
- matplotlib coordinate systems
- drawing custom lines/polygons
Due: P4
Released: P5 (trace analysis)
Watch: Videos
Read: Lecture Notes (NB)
Week 9
[Mon] Visualization 2 (Mar 22)
- geographic maps
- shapefiles
- high resolution graphics
QUIZ 7 DUE
Lab: Geo Maps
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Visualization 4 (Mar 26)
- big example
- animated map of incidents scraped from Madison Fire Department
Watch: Videos
Part 3: Machine Learning
Week 10
[Mon] Regression 1 (Mar 29)
- ML overview
- sklearn LinearRegression
- explained variance
- train/test split
QUIZ 8 DUE
Lab: Regressions and SQL
Watch: Videos
Slides: PDF
[Wed] Regression 2 (Mar 31)
- PolynomialFeatures
- OneHot Encoding
- Pipelines
Due: P5
Released: P6 (land matrices and regression)
Watch: Videos
[Fri] No Class (Apr 2)
Week 11
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
QUIZ 9 DUE
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Watch: Videos
Read: Lecture Notes (NB)
Week 12
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
QUIZ 10 DUE
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Due: P6
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Reproducibility 1 (Jan 25)
- Course Overview
- Hardware, OS, Interpreters
Lab: Cloud Setup
Watch: Videos
Slides: PDF
[Fri] Quantifying Perf 1 (Jan 29)
- check_output
- time
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Quantifying Perf 2 (Feb 1)
- complexity analysis
- Big O
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Quantifying Perf 3 (Feb 3)
- practice
Worksheet: PDF (answers)
PythonTutor: examples
Read: Lecture Notes (NB)
[Fri] OOP 1: Classes (Feb 5)
- attributes
- methods
- constructors
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 3
[Mon] OOP 2: Special Methods (Feb 8)
- __str__, __repr__, _repr_html_
- __eq__, __lt__
- __len__, __getitem__
- __enter__, __exit__
TEST CASES
Optional Reading: Python Data Model
QUIZ 1 DUE
Lab: Files and Complexity
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] OOP 3: Inheritance (Feb 10)
- method resolution order
- overriding methods
- calling overridden methods
Due: P1
Released: P2 (trees)
Optional Reading: Think Python 18
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 4
[Mon] Recursion (Feb 15)
- functions that return something
- functions that do something
QUIZ 2 DUE
Lab: Linked Lists
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Trees 1 (Feb 19)
- trees
- binary trees
- binary search trees (BSTs)
Watch: Videos
Read: Lecture Notes (NB)
Week 5
[Mon] Trees 2 (Feb 22)
- implementing dictionaries with BSTs
- graph search
QUIZ 3 DUE
Lab: BSTs
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Graph Search 1 (Feb 24)
- depth-first search
Due: P2
Released: P3 (crawler)
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Fri] Graph Search 2 (Feb 26)
- breadth-first search
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Part 2: Web and Visualization
Week 6
[Mon] Web 1: Selenium (Mar 1)
- advanced web scraping
TRICKY PAGES
QUIZ 4 DUE
Lab: DFS vs. BFS
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Web 2: Recursive Crawl (Mar 3)
- more tricky pages
- BFS for webpages
CRAWL PRACTICE
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Web 3: Flask (Mar 5)
- review from CS 220
- flask
- decorators
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 7
[Mon] Web 4: Logging, Rate Limiting, and robots.txt (Mar 8)
- wrappers based on *args and **kwargs*
- robots.txt
- HTTP 429
QUIZ 5 DUE
Lab: Web
Due: P3
Released: P4 (website)
Watch: Videos
PythonTutor: examples
Read: Lecture Notes (NB)
[Wed] Web 5: A/B testing (Mar 10)
- data collection
- significance
Read: The Morality of A/B Testing (TechCrunch article)
Watch: Videos
Slides: PDF
Week 8
[Mon] Regex 1 (Mar 15)
- character classes
- repetition
- anchoring
Read: DS100 Ch 12
QUIZ 6 DUE
Lab: Regex
Watch: Videos
Slides: PDF
[Fri] Visualization 1 (Mar 19)
- matplotlib coordinate systems
- drawing custom lines/polygons
Due: P4
Released: P5 (trace analysis)
Watch: Videos
Read: Lecture Notes (NB)
Week 9
[Mon] Visualization 2 (Mar 22)
- geographic maps
- shapefiles
- high resolution graphics
QUIZ 7 DUE
Lab: Geo Maps
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Visualization 4 (Mar 26)
- big example
- animated map of incidents scraped from Madison Fire Department
Watch: Videos
Part 3: Machine Learning
Week 10
[Mon] Regression 1 (Mar 29)
- ML overview
- sklearn LinearRegression
- explained variance
- train/test split
QUIZ 8 DUE
Lab: Regressions and SQL
Watch: Videos
Slides: PDF
[Wed] Regression 2 (Mar 31)
- PolynomialFeatures
- OneHot Encoding
- Pipelines
Due: P5
Released: P6 (land matrices and regression)
Watch: Videos
[Fri] No Class (Apr 2)
Week 11
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
QUIZ 9 DUE
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Watch: Videos
Read: Lecture Notes (NB)
Week 12
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
QUIZ 10 DUE
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Due: P6
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] OOP 2: Special Methods (Feb 8)
- __str__, __repr__, _repr_html_
- __eq__, __lt__
- __len__, __getitem__
- __enter__, __exit__
Optional Reading: Python Data Model
QUIZ 1 DUE
Lab: Files and Complexity
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] OOP 3: Inheritance (Feb 10)
- method resolution order
- overriding methods
- calling overridden methods
Released: P2 (trees)
Optional Reading: Think Python 18
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Recursion (Feb 15)
- functions that return something
- functions that do something
Lab: Linked Lists
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Trees 1 (Feb 19)
- trees
- binary trees
- binary search trees (BSTs)
Read: Lecture Notes (NB)
Week 5
[Mon] Trees 2 (Feb 22)
- implementing dictionaries with BSTs
- graph search
QUIZ 3 DUE
Lab: BSTs
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Graph Search 1 (Feb 24)
- depth-first search
Due: P2
Released: P3 (crawler)
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Fri] Graph Search 2 (Feb 26)
- breadth-first search
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Part 2: Web and Visualization
Week 6
[Mon] Web 1: Selenium (Mar 1)
- advanced web scraping
TRICKY PAGES
QUIZ 4 DUE
Lab: DFS vs. BFS
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Web 2: Recursive Crawl (Mar 3)
- more tricky pages
- BFS for webpages
CRAWL PRACTICE
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Web 3: Flask (Mar 5)
- review from CS 220
- flask
- decorators
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 7
[Mon] Web 4: Logging, Rate Limiting, and robots.txt (Mar 8)
- wrappers based on *args and **kwargs*
- robots.txt
- HTTP 429
QUIZ 5 DUE
Lab: Web
Due: P3
Released: P4 (website)
Watch: Videos
PythonTutor: examples
Read: Lecture Notes (NB)
[Wed] Web 5: A/B testing (Mar 10)
- data collection
- significance
Read: The Morality of A/B Testing (TechCrunch article)
Watch: Videos
Slides: PDF
Week 8
[Mon] Regex 1 (Mar 15)
- character classes
- repetition
- anchoring
Read: DS100 Ch 12
QUIZ 6 DUE
Lab: Regex
Watch: Videos
Slides: PDF
[Fri] Visualization 1 (Mar 19)
- matplotlib coordinate systems
- drawing custom lines/polygons
Due: P4
Released: P5 (trace analysis)
Watch: Videos
Read: Lecture Notes (NB)
Week 9
[Mon] Visualization 2 (Mar 22)
- geographic maps
- shapefiles
- high resolution graphics
QUIZ 7 DUE
Lab: Geo Maps
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Visualization 4 (Mar 26)
- big example
- animated map of incidents scraped from Madison Fire Department
Watch: Videos
Part 3: Machine Learning
Week 10
[Mon] Regression 1 (Mar 29)
- ML overview
- sklearn LinearRegression
- explained variance
- train/test split
QUIZ 8 DUE
Lab: Regressions and SQL
Watch: Videos
Slides: PDF
[Wed] Regression 2 (Mar 31)
- PolynomialFeatures
- OneHot Encoding
- Pipelines
Due: P5
Released: P6 (land matrices and regression)
Watch: Videos
[Fri] No Class (Apr 2)
Week 11
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
QUIZ 9 DUE
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Watch: Videos
Read: Lecture Notes (NB)
Week 12
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
QUIZ 10 DUE
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Due: P6
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Trees 2 (Feb 22)
- implementing dictionaries with BSTs
- graph search
Lab: BSTs
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Graph Search 1 (Feb 24)
- depth-first search
Released: P3 (crawler)
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Fri] Graph Search 2 (Feb 26)
- breadth-first search
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Web 1: Selenium (Mar 1)
- advanced web scraping
QUIZ 4 DUE
Lab: DFS vs. BFS
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Wed] Web 2: Recursive Crawl (Mar 3)
- more tricky pages
- BFS for webpages
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Web 3: Flask (Mar 5)
- review from CS 220
- flask
- decorators
Slides: PDF
Read: Lecture Notes (NB)
Week 7
[Mon] Web 4: Logging, Rate Limiting, and robots.txt (Mar 8)
- wrappers based on *args and **kwargs*
- robots.txt
- HTTP 429
QUIZ 5 DUE
Lab: Web
Due: P3
Released: P4 (website)
Watch: Videos
PythonTutor: examples
Read: Lecture Notes (NB)
[Wed] Web 5: A/B testing (Mar 10)
- data collection
- significance
Read: The Morality of A/B Testing (TechCrunch article)
Watch: Videos
Slides: PDF
Week 8
[Mon] Regex 1 (Mar 15)
- character classes
- repetition
- anchoring
Read: DS100 Ch 12
QUIZ 6 DUE
Lab: Regex
Watch: Videos
Slides: PDF
[Fri] Visualization 1 (Mar 19)
- matplotlib coordinate systems
- drawing custom lines/polygons
Due: P4
Released: P5 (trace analysis)
Watch: Videos
Read: Lecture Notes (NB)
Week 9
[Mon] Visualization 2 (Mar 22)
- geographic maps
- shapefiles
- high resolution graphics
QUIZ 7 DUE
Lab: Geo Maps
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Visualization 4 (Mar 26)
- big example
- animated map of incidents scraped from Madison Fire Department
Watch: Videos
Part 3: Machine Learning
Week 10
[Mon] Regression 1 (Mar 29)
- ML overview
- sklearn LinearRegression
- explained variance
- train/test split
QUIZ 8 DUE
Lab: Regressions and SQL
Watch: Videos
Slides: PDF
[Wed] Regression 2 (Mar 31)
- PolynomialFeatures
- OneHot Encoding
- Pipelines
Due: P5
Released: P6 (land matrices and regression)
Watch: Videos
[Fri] No Class (Apr 2)
Week 11
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
QUIZ 9 DUE
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Watch: Videos
Read: Lecture Notes (NB)
Week 12
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
QUIZ 10 DUE
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Due: P6
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Web 4: Logging, Rate Limiting, and robots.txt (Mar 8)
- wrappers based on *args and **kwargs*
- robots.txt
- HTTP 429
Lab: Web
Due: P3
Released: P4 (website)
Watch: Videos
PythonTutor: examples
Read: Lecture Notes (NB)
[Wed] Web 5: A/B testing (Mar 10)
- data collection
- significance
Watch: Videos
Slides: PDF
[Mon] Regex 1 (Mar 15)
- character classes
- repetition
- anchoring
QUIZ 6 DUE
Lab: Regex
Watch: Videos
Slides: PDF
[Fri] Visualization 1 (Mar 19)
- matplotlib coordinate systems
- drawing custom lines/polygons
Released: P5 (trace analysis)
Watch: Videos
Read: Lecture Notes (NB)
Week 9
[Mon] Visualization 2 (Mar 22)
- geographic maps
- shapefiles
- high resolution graphics
QUIZ 7 DUE
Lab: Geo Maps
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Visualization 4 (Mar 26)
- big example
- animated map of incidents scraped from Madison Fire Department
Watch: Videos
Part 3: Machine Learning
Week 10
[Mon] Regression 1 (Mar 29)
- ML overview
- sklearn LinearRegression
- explained variance
- train/test split
QUIZ 8 DUE
Lab: Regressions and SQL
Watch: Videos
Slides: PDF
[Wed] Regression 2 (Mar 31)
- PolynomialFeatures
- OneHot Encoding
- Pipelines
Due: P5
Released: P6 (land matrices and regression)
Watch: Videos
[Fri] No Class (Apr 2)
Week 11
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
QUIZ 9 DUE
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Watch: Videos
Read: Lecture Notes (NB)
Week 12
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
QUIZ 10 DUE
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Due: P6
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Visualization 2 (Mar 22)
- geographic maps
- shapefiles
- high resolution graphics
Lab: Geo Maps
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Visualization 4 (Mar 26)
- big example
- animated map of incidents scraped from Madison Fire Department
[Mon] Regression 1 (Mar 29)
- ML overview
- sklearn LinearRegression
- explained variance
- train/test split
Lab: Regressions and SQL
Watch: Videos
Slides: PDF
[Wed] Regression 2 (Mar 31)
- PolynomialFeatures
- OneHot Encoding
- Pipelines
Released: P6 (land matrices and regression)
Watch: Videos
[Fri] No Class (Apr 2)
Week 11
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
QUIZ 9 DUE
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Watch: Videos
Read: Lecture Notes (NB)
Week 12
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
QUIZ 10 DUE
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Due: P6
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Linear Algebra 1 (Apr 5)
- numpy arrays
- numpy images
- multiplication
Lab: Dot Product and Counting Cells
Watch: Videos
Read: Lecture Notes (NB)
[Wed] Linear Algebra 2 (Apr 7)
- more multiplication
- fit with np.linalg.solve
- predict with np.dot
- column perspective
Read: Lecture Notes (NB)
[Fri] Linear Algebra 3 (Apr 9)
- column spaces
- projection matrices
Read: Lecture Notes (NB)
[Mon] Classification 1 (Apr 12)
- LogisticRegression
- multiclass, proba
- decision boundaries
Lab: Decision Boundaries
Watch: Videos
Slides: PDF
[Wed] Classification 2 (Apr 14)
- confusion matrices
- accuracy, precision, recall
- regularization and standardization
Released: P7 (classification)
Watch: Videos
Slides: PDF
Week 13
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
QUIZ 11 DUE
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Watch: Videos
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
Week 14
[Mon] Parallelism 2 (Apr 26)
- pytorch
QUIZ 12 DUE
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Clustering 2 (Apr 19)
- hierarchical clustering
- dendrograms
- linkage matrices
- AgglomerativeClustering
Lab: Clustering Pixels
Watch: Videos
Slides: PDF
[Wed] Decomposition (Apr 21)
- Singular Value Decomposition (SVD)
- Principal Component Analysis (PCA)
- Compressing Data
Read: Lecture Notes (NB)
[Fri] Parallelism 1 (Apr 23)
- multiprocessing pools
- parallel map
Slides: PDF
Read: Lecture Notes (NB)
[Mon] Parallelism 2 (Apr 26)
- pytorch
Lab: Datasets for Final
Watch: Videos
Slides: PDF
Read: Lecture Notes (NB)