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A Journey in the Land of DataFrom Statistics … to Machine Learning
Land of Data?
Big DataVisualization
Data Science
StatisticsProbability
Artificial Intelligence
MachineLearning
DeepLearning
LinearAlgebra
Statistics & Probability
Month Income
Jan 15242
Feb 14872
Mar 15312
Apr 14645
May 14112
Jun 1501413400
13600
13800
14000
14200
14400
14600
14800
15000
15200
15400
15600
Jan Feb Mar Apr May Jun
Income
Month Income
Jan 15242
Feb 14872
Mar 15312
Apr 14645
May 14112
Jun 15014
13400
13600
13800
14000
14200
14400
14600
14800
15000
15200
15400
15600
Jan Feb Mar Apr May Jun
Income
0
2000
4000
6000
8000
10000
12000
14000
Jan Feb Mar Apr May Jun
Income
Month Income
Jan 15242
Feb 14872
Mar 15312
Apr 14645
May 14112
Jun 15014
Mean (Average) = 14866.17
Mean (Average) = 34122.58
Month IncomeJan 15742Feb 14872Mar 15312Apr 13245May 13212Jun 15014Jul 13465Aug 250422Sep 14964Oct 15347Nov 14634Dec 13242
Data Science
src: http://drewconway.com/zia/2013/3/26/the-data-science-venn-diagram
Programmer / Software Engineer + Statistician = Data Scientist
Raw Data
Pre-Processing
Dataset
Statistical Techniques Machine Learning
Reports/Insights/Visualization
Machine Learning
Supervised Learning
UnsupervisedLearning
ReinforcementLearning
Supervised Learning
Training Dataset
Training Learned Model (Classifier)
Unsupervised Learning
Training Dataset
Training Learned Model
Reinforcement Learning
Agent
Environment
actionreward
Using Deep Learning and Google Street View to Estimate the Demographic Makeup of the US(Gebrue, et .al, 2017)
Google Street
Using Deep Learning and Google Street View to Estimate the Demographic Makeup of the US(Gebrue, et .al, 2017)
Google Street
“Self-education is, I firmly believe, the only kind of education there is.” Isaac Asimov
