Introduction Lecture 01 Data Science.pdf
- 1. INTRODUCTION TO DATA SCIENCE Dr. Amal Fouad Senior Data Scientist
- 2. Why should study Data Science? How Does Data Science Impact Organizations? Application and Competitive Advantage Importance of Data Science What We’ll Discuss Agenda
- 3. Internal Use - Confidential DS vs AI vs ML vs DL?
- 4. Internal Use - Confidential DS vs AI vs ML vs DL?
- 5. Internal Use - Confidential Why Data Science?
- 6. Internal Use - Confidential Why Data Science?
- 7. Internal Use - Confidential Why Data Science?
- 8. Internal Use - Confidential Data is a collection of details or data remaining in the form of either figure's texts, symbols, descriptions, or more observations of entities. Data has various forms like letters, numbers, images, or characters. Computer data for instance is represented in the form of 0’s and 1’s – that can be interpreted to form a fact or value. Information is data collated to derive meaningful inferences according to its contextual requirement. Data Definition
- 9. Internal Use - Confidential Databases
- 10. Internal Use - Confidential Databases are logical structures that are based on set theory that have relationships based on unique primary and foreign keys. These links allow processing of data between tables while holding the integrity of the data. Data Science is the study and analysis of data using methods, processes, and insights that corresponds to structured or unstructured data. The difference is that databases are actual objects and data science are methods, processes that corresponds to structured or unstructured data. Data Definition
- 11. Internal Use - Confidential Data science is an interdisciplinary field that uses scientific methods, processes, algorithms and systems to extract knowledge and insights from structured and unstructured data, and apply knowledge and actionable insights from data across a broad range of application domains. Data Science Definition
- 12. Internal Use - Confidential a "concept to unify statistics, data analysis, machine learning and their related methods" in order to "understand and analyze actual phenomena" with data. Data Science Definition employs techniques and theories drawn from many fields within the context of mathematics, statistics, computer science, and information science.
- 13. Internal Use - Confidential Data Science
- 14. Internal Use - Confidential 14 Data Science Definition
- 15. Internal Use - Confidential Data Science and others • Statistics • Big Data Analytics • Business Analytics • Business Intelligence • Data(base) Management • Visualization • Machine Learning • Data Mining • Artificial Intelligence • Predictive Modelling Data Science Definition
- 16. Internal Use - Confidential AI Tasks in YouTube: • Automatically Removes Objectionable Content. • Recommend videos Based On User Choice. • Organizing The Content. How YouTube uses AI:
- 17. Internal Use - Confidential Facebook decided to use AI to solve some of the biggest problems faced by the company and its users, especially across seven major categories: • Hate Speech • Terrorism • Nudity • Graphic Violence • Spam • Suicides • Fake accounts How Facebook uses AI:
- 18. Internal Use - Confidential Facebook researchers develop many tools to solve those problems: • DeepText • Machine Translation • Automatic Image Recognition • Chatbots • Deepfake • Targeted Ads How Facebook uses AI(cont.):
- 19. Internal Use - Confidential Google uses data science in all its products: • DeepText • Gmail(smart replies-spam detection) • Google Search (suggestion due to past searches) • Google maps(ETA based on analysis of location ,day of week ,trip time,..) • Google translate • Speech Recognition How Google uses AI:
- 20. Internal Use - Confidential Big Data Science Tasks • Facebooks • Amazon • Google • Linkedln • Netflix • Youtube • Microsoft Companies Using Data Science
- 21. Internal Use - Confidential Roles in Data Science Data Analyst
- 22. Internal Use - Confidential Learning Data Science with Python - Libraries Data Scientist Starter Pack
- 23. Internal Use - Confidential Learning Data Science with Python - Libraries Data Scientist Starter Pack
- 24. Internal Use - Confidential Learning Data Science with Python - Tools Data Scientist Starter Pack
- 25. Internal Use - Confidential 1 in 10 Data Scientists has nothing to do with Computer Science Data Scientist - Stats
- 26. Internal Use - Confidential Data Scientist - Stats
- 27. Internal Use - Confidential Data Scientist - Applications
- 28. IMPACT OF DATA SCIENCE ON SOCIETY
- 29. Internal Use - Confidential 1. Data science customers in manner. helps brands to understand their a much enhanced and empowered 2. It allows brands to communicate their story in such a engaging and powerful manner. 3. Big Data is a new field that is constantly growing and evolving. Data Science - Importance
- 30. Internal Use - Confidential 4. Its findings and results can be applied to almost any sector like travel, healthcare and education among others. 5. Data science is accessible to almost all sectors. Data Science - Importance
- 31. Internal Use - Confidential
- 32. THANK YOU