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How To Become a Data Scientist in Iran Marketplace

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How To Become a Data Scientist in Iran Marketplace

  1. 1. HOW TO BECOME A DATA SCIENTIST MOHTAT@COMP.IUST.AC.IR 1
  2. 2. MOHTAT@COMP.IUST.AC.IR 2linkedin.com/in/mohamadreza-mohtat-8a3612aa
  3. 3. CONTENTS Definition Data Science Data Scientist Skills Learning Data Science How to Become a Data Scientist in Iran Market MOHTAT@COMP.IUST.AC.IR 3
  4. 4. DEFINITION DATA SCIENCE MOHTAT@COMP.IUST.AC.IR 4
  5. 5. Data Science is an interdisciplinary field about processes and systems to extract knowledge or insights from data in various forms, either structured or unstructured, which is a continuation of some of the data analysis fields such as statistics, data mining, and predictive analytics, similar to Knowledge Discovery in Databases (KDD). MOHTAT@COMP.IUST.AC.IR 5
  6. 6. HYPE CYCLE FOR LIFE SCIENCES- GARTNER 6
  7. 7. 7
  8. 8. DATA SCIENTIST: MOHTAT@COMP.IUST.AC.IR 8
  9. 9. DATA SCIENTIST SKILLS MOHTAT@COMP.IUST.AC.IR 9
  10. 10. TOP DATA SCIENCE PLATFORMS MOHTAT@COMP.IUST.AC.IR 10
  11. 11. PROGRAMING LANGUAGE MOHTAT@COMP.IUST.AC.IR 11
  12. 12. PYTHON VS R MOHTAT@COMP.IUST.AC.IR 12
  13. 13. PYTHON VS R MOHTAT@COMP.IUST.AC.IR 13
  14. 14. PYTHON VS R 14
  15. 15. PYTHON DATA STACK MOHTAT@COMP.IUST.AC.IR 15
  16. 16. 16
  17. 17. TOP TOOLS USED BY DATA SCIENTISTS MOHTAT@COMP.IUST.AC.IR 17
  18. 18. TOP ALGORITHMS & METHODS USED BY DATA SCIENTISTS MOHTAT@COMP.IUST.AC.IR 18
  19. 19. LEARNING DATA SCIENCE MOHTAT@COMP.IUST.AC.IR 19
  20. 20. MASSIVE OPEN ONLINE COURSE (MOOC) MOHTAT@COMP.IUST.AC.IR 20
  21. 21. MOHTAT@COMP.IUST.AC.IR 21
  22. 22. MOHTAT@COMP.IUST.AC.IR 22
  23. 23. DATA SCIENCE SPECIALIZATION COURSES •The Data Scientist’s Toolbox •R Programming •Getting and Cleaning Data •Exploratory Data Analysis •Reproducible Research •Statistical Inference •Regression Models •Practical Machine Learning •Developing Data Products •Data Science Capstone MOHTAT@COMP.IUST.AC.IR 23
  24. 24. MACHINE LEARNING MOHTAT@COMP.IUST.AC.IR 24
  25. 25. MACHINE LEARNING SYLLABUS Introduction Linear Regression with Multiple Variables Logistic Regression Neural Networks Support Vector Machines Unsupervised Learning Dimensionality Reduction Anomaly Detection Recommender Systems Large Scale Machine Learning Application Example: Photo OCR MOHTAT@COMP.IUST.AC.IR 25
  26. 26. MOHTAT@COMP.IUST.AC.IR 26
  27. 27. PYTHON FOR EVERYBODY SPECIALIZATION COURSES 1. Programming for Everybody 2. Python Data Structures 3. Using Python to Access Web Data 4. Using Databases with Python 5. Capstone: Retrieving, Processing, and Visualizing Data with Python MOHTAT@COMP.IUST.AC.IR 27
  28. 28. MOHTAT@COMP.IUST.AC.IR 28
  29. 29. LEARNING PATHS IN BIGDATA UNIVERSITY 1. Deep Learning 2. Data Science Fundamentals 3. Big Data Fundamentals 4. Scala Programming for Data Science 5. Hadoop Fundamentals 6. Spark Fundamentals 7. Data Science for Business MOHTAT@COMP.IUST.AC.IR 29
  30. 30. MAKTABKHOONEH.ORG 30
  31. 31. LEARN DATA SCIENCE ONLINE (INTERACTIVE) MOHTAT@COMP.IUST.AC.IR 31
  32. 32. 32
  33. 33. MOHTAT@COMP.IUST.AC.IR 33
  34. 34. DATA SCIENCE COMPETITION MOHTAT@COMP.IUST.AC.IR 34
  35. 35. 35
  36. 36. MOHTAT@COMP.IUST.AC.IR 36
  37. 37. FANAVARD.COM MOHTAT@COMP.IUST.AC.IR 37
  38. 38. DATA SCIENCE BOOKS MOHTAT@COMP.IUST.AC.IR 38
  39. 39. MOHTAT@COMP.IUST.AC.IR 39
  40. 40. MOHTAT@COMP.IUST.AC.IR 40
  41. 41. HOW TO BECOME A DATA SCIENTIST IN IRAN MARKETPLACE MOHTAT@COMP.IUST.AC.IR 41
  42. 42. HOTTEST JOBS IN IRAN MARKETPLACE42
  43. 43. Market Analysis BI Text Mining Big Data Social Network Analysis MOHTAT@COMP.IUST.AC.IR 43
  44. 44. 1.MARKET ANALYSIS 1. CRM 2. Basket data analysis 3. Fraud detection 4. Trend analysis 5. Human resource management 6. Resource Planning MOHTAT@COMP.IUST.AC.IR 44
  45. 45. 2.BUSINESS INTELLIGENCE MOHTAT@COMP.IUST.AC.IR 45
  46. 46. DATA SCIENCE VS BUSINESS INTELLIGENCE MOHTAT@COMP.IUST.AC.IR 46
  47. 47. TOP BUSINESS INTELLIGENCE TOOLS MOHTAT@COMP.IUST.AC.IR 47
  48. 48. 3.TEXT MINING Topic Detection Sentiment Analysis Topic Modeling Text Clustering Gender Detection Information Retrieval Question answering Text Summarization Named Entity Recognition MOHTAT@COMP.IUST.AC.IR 48
  49. 49. 4.BIG DATA MOHTAT@COMP.IUST.AC.IR 49
  50. 50. BIG DATA PLATFORMS & TOOLS MOHTAT@COMP.IUST.AC.IR 50
  51. 51. BIG DATA LEARNING PATH MOHTAT@COMP.IUST.AC.IR 51
  52. 52. 5.SOCIAL NETWORK ANALYSIS Social network analysis is the mapping and measuring of relationships and flows between people, groups, organizations, computer or other information processing entities. The nodes in the network are the people and groups while the links show relationships or flows between the nodes SNA provides both a visual and a mathematical analysis of complex human system MOHTAT@COMP.IUST.AC.IR 52
  53. 53. TOP SOCIAL NETWORK ANALYSIS TOOLS Gephi Graphviz NodeXL NetworkX R MOHTAT@COMP.IUST.AC.IR 53
  54. 54. MOHTAT@COMP.IUST.AC.IR 54
  55. 55. 55

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