mikeffendii/Data-Scientist-Roadmap

Discover a highly effective roadmap that guides you to become a Data Scientist within a span of 3 months.

Data Scientist Roadmap

Learn Data Science in 3 months

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Following is a schedule to learn Data Science step by step considering 10 hours of dedicated, focused study every single day. This roadmap is perfect for beginners with no knowledge of Data Science and Programming.

Week 1: Excel & Statistics

• Excel

  • Shad Sluiter: https://www.youtube.com/watch?v=Vl0H-qTclOg

• Statistics

  • Simple Learning Pro: https://www.youtube.com/playlist?list=PL0KQuRyPJoe6KjlUM6iNYgt8d0DwI-IGR

Week 2: Python

• Python

  • Mike Dane: https://www.youtube.com/watch?v=rfscVS0vtbw

• Guided Projects

  • Tomi Tokko: https://www.youtube.com/watch?v=pdy3nh1tn6I (Try all of the projects)
  • Kylie Ying: https://www.youtube.com/watch?v=8ext9G7xspg (Try all of the projects)

Week 3: Numpy & Pandas

• NumPy

  • Derek Banas: https://www.youtube.com/watch?v=8Y0qQEh7dJg&list=PLGLfVvz_LVvQy4mkmEvtFwZGg1S38MUmn&index=

• Pandas

  • Derek Banas: https://www.youtube.com/watch?v=PcvsOaixUh8&list=PLGLfVvz_LVvQy4mkmEvtFwZGg1S38MUmn&index=4

• Guided Projects

  • Coursera: https://www.coursera.org/projects/python-for-data-analysis-numpy

Week 4: Data Visualization Libraries

• Matplotlib

  • Derek Banas: https://www.youtube.com/watch?v=wB9C0Mz9gSo&list=PLGLfVvz_LVvQy4mkmEvtFwZGg1S38MUmn&index=5

• Seaborn

  • Derek Banas: https://www.youtube.com/watch?v=6GUZXDef2U0&list=PLGLfVvz_LVvQy4mkmEvtFwZGg1S38MUmn&index=6

• Plotly

  • Derek Banas: https://www.youtube.com/watch?v=GGL6U0k8WYA&list=PLGLfVvz_LVvQy4mkmEvtFwZGg1S38MUmn&index=7

Week 5 & 6: Machine Learning

• Machine learning

  • Codebasics Machine Learning: https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw

• Guided Projects

  • Siddhardhan: https://www.youtube.com/playlist?list=PLfFghEzKVmjvuSA67LszN1dZ-Dd_pkus6 (Try atleast 5-8 projects)

Week 7 & 8: Deep Learning

• Deep learning

  • Codebasics Deep Learning: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO

• Guided Projects

  • Codebasics Potato Disease Classification: https://www.youtube.com/playlist?list=PLeo1K3hjS3utJFNGyBpIvjWgSDY0eOE8S
  • Nicholas Renotte: https://www.youtube.com/playlist?list=PLgNJO2hghbmiXg5d4X8DURJP9yv9pgjIu (Try atleast 5-8 projects)

Week 9 & 10: Natural Language Processing

• Natural Language Processing

  • Codebasics Natural Language Processing: https://www.youtube.com/playlist?list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX

• Guided Projects

  • AI-ML Learning: https://www.youtube.com/watch?v=LqyLpGUID1A
  • Rob Mulla: https://www.youtube.com/watch?v=QpzMWQvxXWk

Week 11 & 12: BI tools

If you don't have a strong reason to choose between Power BI and Tableau, I would suggest choosing Power BI as it is increasing becoming popular. Microsoft is investing a lot in this tool and accordingly to Gartner's magic quadrant, Power BI is leading the data analytics market as of 2022.

• Power BI

  • Edureka: https://www.youtube.com/watch?v=3u7MQz1EyPY

• Guided Projects

  • Codebasics Sales Insights Project: https://www.youtube.com/playlist?list=PLeo1K3hjS3uva8pk1FI3iK9kCOKQdz1I9
  • Codebasics HR Analytics Projects: https://www.youtube.com/playlist?list=PLeo1K3hjS3uuVQccZa7yFwK3ltoGQOWbM
  • Codebasics Personal Finance Management Project: https://www.youtube.com/watch?v=pqSoCa2NGj4

• Tableau

  • Edureka: https://www.youtube.com/watch?v=aHaOIvR00So

• Guided Projects

  • Codebasic Sales Insights Project: https://www.youtube.com/playlist?list=PLeo1K3hjS3usDI9XeUgjNZs6VnE0meBrL