Learn Data Analysis
This course equips you with the skills to access, clean, analyze, and visualize data using SQL and Python, preparing you to launch your career in data analysis.
- Ace Data Analysis InterviewsDemonstrate your ability to extract insights from raw data using SQL and Python in real-world interview scenarios.
- Implement Data Cleaning TechniquesApply effective data cleaning methods to ensure high-quality datasets, ready for analysis in production environments.
- Visualize Data InsightsCreate compelling visualizations that clearly communicate data findings, enhancing decision-making in team discussions.
- Conduct Statistical AnalysisPerform hypothesis testing and regression analysis to validate insights and support data-driven conclusions in your projects.
Dr. Khayyam Hashmi is a seasoned computer scientist and Generative AI and Machine Learning specialist. As a researcher, educator, and the VP of Technical Content at Educative, he is dedicated to making complex computing concepts accessible for learners worldwide. With a PhD in Computer Science from Wayne State University and academic publications in service-oriented systems and intelligent computing, Khayyam excels at fusing an academic perspective with practical software engineering insights. Khayyam’s courses, writing, and research spans technical topics including adaptive AI systems, neural networks, Intelligent tutoring systems, and production-ready software design.
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What You'll Learn
- Access and query data using SQL and Python to retrieve meaningful insights from various data sources.
- Clean and structure datasets with pandas and SQL to prepare data for effective analysis.
- Apply statistical thinking, including descriptive analysis, hypothesis testing, and regression, to interpret data accurately.
- Visualize data effectively using tools like Matplotlib to communicate insights and narratives clearly.
- Understand ethical considerations in data analysis, including privacy, security, and bias reduction.
Learning Roadmap
1.
Step into Data Analysis
Step into Data Analysis
2.
Talk to Data
Talk to Data
3.
Clean It Up!
Clean It Up!
8 Lessons
8 Lessons
4.
Making Sense Out of Data
Making Sense Out of Data
7 Lessons
7 Lessons
5.
Visualization and Storytelling
Visualization and Storytelling
7 Lessons
7 Lessons
7.
Appendix
Appendix
2 Lessons
2 Lessons
Khayyam Hashmi
Computer scientist and Generative AI and Machine Learning specialist. VP of Technical Content @ educative.io.
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