محاضرة قدمها د. مازن عبدالله مليباري في يوم البيانات المفتوحة 2017، الذي تم تنظيمه من قبل "تقنية" في جدة، المملكة العربية السعودية. Presented By Dr. Mazen A. Melibari at Open Data Day, 2017, Jeddah, Saudi Arabia. Hosted By Techniya.com

2. …
A Journey in the Land of Data
From Statistics … to Machine Learning

3. Land of Data?

4. Big Data
Visualization
Data Science
Statistics
Probability
Artificial
Intelligence
Machine
Learning
Deep
Learning
Linear
Algebra

5. Statistics & Probability

6. 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

7. 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

8. Month Income
Jan 15242
Feb 14872
Mar 15312
Apr 14645
May 14112
Jun 15014
Mean (Average) = 14866.17

9. Mean (Average) = 34122.58
Month Income
Jan 15742
Feb 14872
Mar 15312
Apr 13245
May 13212
Jun 15014
Jul 13465
Aug 250422
Sep 14964
Oct 15347
Nov 14634
Dec 13242

12. Data Science

13. src: http://drewconway.com/zia/2013/3/26/the-data-science-venn-diagram

14. Programmer / Software Engineer + Statistician = Data Scientist

15. Raw Data
Pre-Processing
Dataset
Statistical Techniques Machine Learning
Reports/Insights/Visualization

16. Machine Learning

18. Supervised
Learning
Unsupervised
Learning
Reinforcement
Learning

19. Supervised Learning
Training Dataset
Training Learned Model (Classifier)

20. Unsupervised Learning
Training Dataset
Training Learned Model

21. Reinforcement Learning
Agent
Environment
actionreward

23. Using Deep Learning and Google Street View to
Estimate the Demographic Makeup of the US
(Gebrue, et .al, 2017)
Google Street

24. Using Deep Learning and Google Street View to
Estimate the Demographic Makeup of the US
(Gebrue, et .al, 2017)
Google Street

25. “Self-education is, I firmly
believe, the only kind of
education there is.”
Isaac Asimov

26. Twitter @mkhDev
Website http://mzn.io
Email m@mzn.io