Class Schedule

*Class schedule is subject to revision throughout the semester.

W	Date	Due (before class @ 3:30pm)	Topics Tools
		#To-do/Homework Project
1	1/8		[slides] Course introduction, setup Git
	1/10	#1	[slides] Data in linguistics Git, GitHub
2	1/15	Homework 1: Explore linguistic data	[slides] Processing linguistic data Jupyter Notebook
	1/17	#2	Data processing fundamentals, statistics	[slides, JNB] Python's numpy library
3	1/22	#3		[JNB] Data frames with pandas Markdown
	1/24	#4		[slides, JNB] More pandas, text processing, stats
4	1/29	Project ideas		[JNB] Stats crash course, visualization
	1/31	Homework 2: Process the ETS corpus		Putting it all together: HW2 review
5	2/5	#5		[JNB, JNB] To-do 5, HW2 review
	2/7	Project plan	Corpus linguistics, annotation	[JNB, slides] HW2 wrap up, corpus concepts, building & processing
6	2/12	#6		[slides] Annotation, data standards & exchange formats
	2/14	#7	Open access & data publishing [slides] Guest speaker Lauren Collister
7	2/19	#8	Data mining and machine learning	[JNB, slides] Annotation, data-mining web & social media
	2/21	1st progress report		[JNB] Regression, NB classifier, count vectors, TF-IDF
8	2/26	#9		[JNB] Classifiers continued, categorical data
	2/28	#10		[JNB] Dimensionality reduction, cross-validation
9	3/5	Homework 3: Data mining & machine learning		[JNB, JNB, JNB] Homework 3 review
	3/7	#11		HW3 review, Bash and command line Command line, BASH, Unix tools
No class: Spring break
10	3/19	2nd progress report	Big data	[slides] Command line, Bash, grep
	3/21	#12		[slides] Supercomputing at CRC, SSH, command line
11	3/26	#13		[slides, Word Embeddings and Clustering] Computational efficiency, machine learning big data, word embeddings
	3/28	Homework 4: Supercomputing Yelp Data		Homework 4 review
12	4/2	#14	Speech & multimedia	[slides] Speech data, ASR theory
	4/4	#15		Speech data Praat
13	4/9	3rd progress report		[slides] More speech data, multimodal data Elan
	4/11	#16	Project presentations	DB, TS, EC
14	4/16			EB, JS, PS
	4/18			KT, MB, CM
15	4/26	Final project report	No class: finals week