Data-Science-with-Python

Course Outline

Intoduction to Python
- What and Why Python?
- Python Basic Instructions
- Data Types
- Operators
- Control Structures
- Functions and Packages
Basic Data Science Tools in Python
- Lists
- Matplotlib
- Dictionaries & Pandas
- Manuplating data
Advance Python
- Functions
- Filling
- Object Oriented Programming
Importing Data in Python
- Import Data from Files
- Import Data from SQL Databases
- Import Data using APIs
Cleaning Data in Python
- Clean Data using SOAP
Introduction to Databases
- SQL Databases
- NoSQL Databases
- SQL Queries
- Creating and Manipulating your own Databases
Intoduction Data Visualization
- Customizing plots
- Plotting 2D arrays
- Statistical plots with Seaborn
- Analyzing time series and images
Statistical Methods in Python
- Graphical exploratory data analysis
- Quantitative exploratory data analysis
- Thinking probabilistically
- Parameter estimation
- Hypothesis testing
Machine Learning
- Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
Deep Learning
- Neural Networks
- Building Deep Learning Models
- Optimizing Deep Learning Models