Class Slides |
| Note: the slides are presented in three forms: the "Single Topic Pages", each of which cover a specific topic; the "slideshow", which is a continuous sequence of slides spanning all topics, and a single page linked as "All Slides" below -- useful for text searching. The material contained in each of these three is the same. |
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Session 1 -- Review of Containers; Reading and Writing CSV; Aggregations
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| Readings |
Register on School System
Code Quality
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| Python Intermediate Features |
slide page
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| Boolean (True/False) Values |
slide page
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| Command Line: Moving Around and Executing a Script |
slide page
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| Applications with Command Line Arguments |
slide page
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| [Review] File Reading and Writing |
slide page
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| [Review] File Parsing Algorithms |
slide page
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| CSV Parsing Using Built-In Python |
slide page
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| CSV Parsing Using the csv Module |
slide page
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| [advanced] Advanced Container Structures |
slide page
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| List Processing |
slide page
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| Virtual Environments |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 2 -- SQL; Multi-dimensional Structures
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| Readings |
Command Line Reference
Introduction to Python Feature Summary 6
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| User-Defined Functions |
slide page
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| Functions and Code Organization |
slide page
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| SQL Part 1: Databases and SQLite3 Client |
slide page
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| SQL Part 2: Working with Databases through Python |
slide page
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| SQL Part 3: Primary Key, JOIN, GROUP BY, ORDER BY |
slide page
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| Reading Multidimensional Containers |
slide page
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| Building Multidimensional Containers |
slide page
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| [advanced] Testing |
slide page
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| [advanced] Packages |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 3 -- Web Clients and Web Page Scraping
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| HTTP and Web Clients |
slide page
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| Web Scraping |
slide page
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| Understanding Unicode and Character Encodings |
slide page
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| Git Part I: Getting Started with git and GitHub |
slide page
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| [advanced] Jinja2 Templating |
slide page
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| [advanced] Flask |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 4 -- Regular Expressions and Github
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| Readings |
Feature Summary -- Regexes
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| Regular Expressions: Text Matching and Extraction |
slide page
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| Git Part II: Comitting Changes and Pushing to Server |
slide page
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| Environment Variables |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
|
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 5 -- Complex Sorting; Higher-Order Functions
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| User-Defined Functions |
slide page
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| Complex Sorting |
slide page
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| Higher-Order Functions and Decorators |
slide page
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| [advanced] Generators and Recursion |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
|
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 6 -- User-defined Classes
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| User-Defined Classes and Object-Oriented Programming |
slide page
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| Modules |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 7 -- Python Data Model
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| Python Data Model |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 8 -- Pandas, Part I
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| pandas: Introduction |
slide page
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| pandas: Subscripting, Slicing, Joining, Appending |
slide page
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| pandas: Transforming, Sorting and Cleaning |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
|
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 9 -- Pandas, Part II; Matplotlib
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| Readings |
Data Analysis Types
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| Matplotlib |
slide page
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| pandas: Advanced groupby(), apply() and MultiIndex |
slide page
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| pandas: TimeSeries, Binning and Categorizing |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
|
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| |
Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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Session 10 -- Algorithm Efficiency and Interview Questions
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| Slides |
slideshow |
| Slides as Single Topic Pages |
| optional: Advanced Topics in Data Science |
slide page
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| Benchmarking and Efficiency |
slide page
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| Algorithmic Complexity Analysis and "Big O" |
slide page
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| Practice Problems |
slide page
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| [advanced] Functional Programming |
slide page
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| In-Class Exercises |
in-class exercises
exercise solutions
|
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Homework Projects and Warmup Exercises
(Note that only Homework Projects are to be turned in. Warmup and inclass xercises come with solutions and are not to be turned in. |
Project Warmup Exercises
Project Warmup Exercise Solutions
Homework Projects
Homework Discussion (use this if you
would like more detail on homework)
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| All Slides |
All Slides on One Page |