Important links

Syllabus

Class Repository

Additional Resources

Blogs

Name	Blog #1 Link	Blog #2 Link	Blog #3 Link	Blog #4 Link
Alex	https://medium.com/@alexandernewton_72100/using-gtd-productivity-method-to-understand-data-science-lifecycles-like-crisp-dm-990ffbf2b965?sk=b52ef2e5fc726223455ddc55d4715370
Bobby	https://medium.com/@bobby.j.williams/using-data-to-join-the-conversation-2b04e834e1f1?sk=f7120f9c77f4f40ee5d45e0e689d20be	https://medium.com/@bobby.j.williams/python-and-process-control-pt-1-ff2978b8901a?sk=7457cc32a0d848b5420c7090ca848449
Clair Marie	https://medium.com/@clairmarie/applications-of-data-science-for-architecture-real-estate-7153ff059c6c	https://medium.com/@clairmarie/exploratory-data-analysis-of-green-building-market-share-using-pandas-matplotlib-5404ead3f5d8
Dan	https://medium.com/@danhalesprogramming/a-python-style-set-in-simple-java-698977f1b5d0	https://medium.com/@danhalesprogramming/making-sense-of-sampling-distributions-39598b575fbe?source=friends_link&sk=b39ee7a48148a9031d97fc1596881d62
Jake	https://medium.com/@brooksjacobm/finding-zen-with-pivot-tables-in-pandas-4853da074e0f?source=friends_link&sk=eb905da77837604333fead141093ac8f	https://levelup.gitconnected.com/solve-and-understand-the-project-euler-problems-in-python-introduction-and-problems-1-3-32625d1633f7?source=friends_link&sk=2ee04af8ce5ecdf7be89ac3a47ecae38
James	https://medium.com/swlh/where-the-child-strings-are-aa166b6623d6?source=friends_link&sk=63e8c325f7f11e2c8b43b2e44a887ab9	https://medium.com/@shawjr3/carin-about-karen-being-frank-about-frank-c7d36e19dee5
Jim	https://medium.com/@jrf6xh/exploring-spotify-data-with-pandas-a269704b84bd?sk=be9986bd963bdacf61008ace3ad30cce	https://medium.com/@jrf6xh/making-maps-in-python-8dcb6d4d4451
Michael	https://blog.mwang.dev/blogPost1/blogPost1.html	https://blog.mwang.dev/blogPost2/blogPost2.html
Nick	https://medium.com/@npardue/lets-git-it-32f963e70308?source=friends_link&sk=bd40bbcc202358b7bc0e2bafbdca7bb3	https://parduedatascience.wordpress.com/2020/07/10/bootstrapping-for-data-science/
Raven	https://medium.com/@ravenwelch/cleaning-arlington-income-data-with-pandas-f849c9bf97ff?sk=6d2ccc235cbf109b91f12c4a019e27f6
Sam	https://medium.com/@HeeebsInc/using-machine-learning-to-predict-daily-fantasy-basketball-scores-part-i-811de3c54a98	https://medium.com/@HeeebsInc/using-ai-to-hack-your-fantasy-lineup-2fe022886769#flatironschool

Calendar

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Lecture Code + Recording

Module 1

Topic	Code	Video
Tools of the Trade	notebook	video
Python Fundamentals	notebook	video
Cleaning Data in Pandas - I	notebook	video
Cleaning Data in Pandas- II	notebook	video
Lab: Getting Git & Python Tips and Tricks	Git slides Pandas notebook	no video-sorry!
More Pandas	notebook	video
Restructuring Data in Pandas	notebook	video
Mod 1 CRISP-DM Lab	notebook	video-from about halfway through Password: 8M?L*4h0
Visualize This-I	notebook	video
Visualize This-II		video
Intro to Data Engineering	notebook	video
JSON - API’s	notebook	video
Branching out in Git	notebook	video Password: 1J*+Ou11
Webscraping	notebook	video

Module 2

Topic	Code	Video
Distributions	notebook	video
Probability	notebook	video
Central Limit Theorem	notebook	Part I Part II
Hypothesis Testing	notebook	Part-I Password 5t^7fnX4 Part-II Password: 1s=M2!@V
Power & Effect Size	notebook	Part-I Part-II
Hypothesis Testing Lab	notebook	video
Bayes Theorem	notebook	video
Simple Linear Regression	notebook	video
Multiple Linear Regression	notebook	video
Polynomial Regression	notebook	video
Cross-Validation-Train-Test-Split	notebook	video
Bias-Variance	notebook	video

Module 3

Topic	Code	Video
OOP	notebook	video
Lasso & Ridge	notebook	Part I Part II
Intro to ML	SlideDeck	video
Logistic Regression	notebook	video
Math in the Machine	notebook	video
Classification Metrics	notebook	video
KNN	notebook	video
Naive Bayes & Pipelines	notebook	video
Decision Trees	notebook	video
Model Tuning	notebook	video
Ensemble Methods	notebook	video

Module 4

Topic	Code	Video
PCA	notebook	video
Clustering	notebook	no video
PySpark	notebook	video
Recommendation Systems	notebook	video
Time Series	EDA book Modeling Book	video
NLP	notebook	video
NLP 2	classifcation notebook word vectors	video
Cloud Computing	notebook	video