Week | Topics Covered | Assignments |
---|---|---|
1 |
Welcome & CS 205 Infrastructure Python Programming Python Data Analysis Library (pandas) Similarity Metrics |
Data Set: "Welcome to CS 205" |
2 |
Python Data Analysis Library (pandas), Part 2 Introduction to Data Visualization |
|
3 |
Basic Web Design (HTML, CSS) JavaScript Programming JavaScript Library: d3.js |
|
4 |
JavaScript Library: d3.js |
|
5 | ||
6 |
Natural Language Programming (NLP) Text Cleaning Python Library: Natural Language Tool Kit (NLTK) NLTK: Stop words, stemming, ... |
|
7 |
NLTK: Text Chunking NLTK: Part of Speech Tagging (PoS) NLTK: Named-Entity Recognition (NER) |
|
8 |
Graphs Python Library: networkx Graph Traversal: DFS, BFS, ... |
|
9 |
State Spaces Machine Learning |
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10 |
Application Programming Interfaces (APIs) |
|
11 |
Geographical Data |
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12 | ||
13 | ||
14 |