Journey to Data Scientist

Python

• Basics
• List | Tuple| Set| Dictionary
• Lambda
• Array
• Object Oriented Programming (OOP)
• Iterator
• JSon
• Regular Expression
• File Operations
• Database Operations
• Numpy
• Array
• Universal Functions
• Broadcasting
• Pandas
• Series
• DataFrame
• Pivot Table
• Visualization
• matplotlib.pyplot
• seaborn
• bokeh

Statistics

• Initial Data Analysis (IDA)
• Exploratory Data Analysis (EDA)
• Confirmatory Data Analysis (CDA)
• Probabilistic Logic and Statistical Inference
• Parameter estimation by optimization
• Dimension Reduction

Machine Learning

• Supervised
• Unsupervised
• Reinforced

References

• 7 Steps to Mastering Data Preparation with Python (by Matthew Mayo)