Data Science Notes

Overview

Data Science "Hello World" Resources

Applications

• Predictive analytics
• Machine learning
• Data Visualization
• Recommendation systems
• Fraud detection
• Sentiment analysis
• Decision-making in various industries:
• Healthcare
• Finance
• Marketing
• Technology

Tools & Frameworks

• Tools for Data Science from IBM Professional Certificate

Hello World!

- Start !!!
- Learn to Code in Python
- Identifying Data Science Tasks
- Understanding Different Types of Data
- Analyzing and Visualizaing Data
- Preprocessing and Feature Engineering
- Modeling + Algorithms and Evaluation
- Deployment and Integration
- Domain Expertise and Soft Skills
- Data Engineer v Data Analyst vs Data Scientist 

References

Wikipedia:

• Data Science
• Data Computing
• Data Flair - Data science vs AI

Lectures & Courses

• IBM DataScience Professional Certificate

• FreeCodeCamp

  • Datascience playlist
  • Intro to Data Science - Crash Course for Beginners - 1H30
  • Learn Data Science Tutorial - Full Course for Beginners - 6H

• Edureka

  • Data Science Full Course | Learn Data Science in 3 Hours | Data Science for Beginners

IBM

• Watson Studio sur Cloud Pak for Data as a Service - IBM

Data science roadmap

• Ken Jee : How I Would Learn Data Science in 2022(If I Had to Start Over)
• Nicholas Renotte : How to Learn DATA SCIENCE Ridiculously FAST
• GeeksForGeeks : How to Use Kaggle For Learning Data Science?

Research papers

• Top 10 Must-Read Data Science Research Papers in 2022 - Analyticsinsight
• Data science - Recently Published Documents - Science gate
• Harvard Data Science Review