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https://github.com/aqafridi/data-analytics-specialization

In this Specialization of Data Analytics we will use systematic computational analysis of data or statistics using Python. (rarely Excel or Cognos)
https://github.com/aqafridi/data-analytics-specialization

beautifulsoup cognos-dashboard data-science data-visualization excel numpy pandas python sql

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In this Specialization of Data Analytics we will use systematic computational analysis of data or statistics using Python. (rarely Excel or Cognos)

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# Data-Analytics Courses:
## Python for Data Science, AI & Development

* [**Python Basics**](https://github.com/aqafridi/Data-Analytics/tree/main/Python%20for%20Data%20Science%2C%20AI%20%26%20Development/1.%20Python%20Basics)
* [**Python Data Structures**](https://github.com/aqafridi/Data-Analytics/tree/main/Python%20for%20Data%20Science%2C%20AI%20%26%20Development/2.%20Python%20Data%20Structures)
* [**Python Programming Fundamentals**](https://github.com/aqafridi/Data-Analytics/tree/main/Python%20for%20Data%20Science%2C%20AI%20%26%20Development/3.%20Python%20Programming%20Fundamentals)
* [**Working with Data in Python**](https://github.com/aqafridi/Data-Analytics/tree/main/Python%20for%20Data%20Science%2C%20AI%20%26%20Development/4.%20Working%20with%20Data%20in%20Python)
* [**APIs, and Data Collection**](https://github.com/aqafridi/Data-Analytics/tree/main/Python%20for%20Data%20Science%2C%20AI%20%26%20Development/5.%20APIs%2C%20and%20Data%20Collection)

## Python Project for Data Science
* [**Intro to Web Scraping Using BeautifulSoup**](https://github.com/aqafridi/Data-Analytics/blob/main/Python%20Project%20for%20Data%20Science/WebScraping_Review_Lab.ipynb)
* [**Extracting Stock Data Using a Python Library**](https://github.com/aqafridi/Data-Analytics/blob/main/Python%20Project%20for%20Data%20Science/Final_Assignment_Library_Stocks_Prices.ipynb)
* [**Extracting Stock Data Using Web Scraping**](https://github.com/aqafridi/Data-Analytics/blob/main/Python%20Project%20for%20Data%20Science/Final%20Assignment_Webscraping_Stocks_Prices.ipynb)
* [**Extracting_and_Visualizing_Stock_Data_Final_Assignment**](https://github.com/aqafridi/Data-Analytics/blob/main/Python%20Project%20for%20Data%20Science/Extracting_and_Visualizing_Stock_Data_Final_Assignment.ipynb)

## Databases and SQL for Data Science with Python
* [**Getting Started with SQL**](https://github.com/aqafridi/Data-Analytics/tree/main/Databases%20and%20SQL%20for%20Data%20Science%20with%20Python)
* [**Introduction to Relational Databases and Tables**](https://github.com/aqafridi/Data-Analytics/tree/main/Databases%20and%20SQL%20for%20Data%20Science%20with%20Python)
* [**Intermediate SQL**](https://github.com/aqafridi/Data-Analytics/tree/main/Databases%20and%20SQL%20for%20Data%20Science%20with%20Python)
* [**Accessing Databases using Python**](https://github.com/aqafridi/Data-Analytics/tree/main/Databases%20and%20SQL%20for%20Data%20Science%20with%20Python)
* [**Course Assignment**](https://github.com/aqafridi/Data-Analytics/tree/main/Databases%20and%20SQL%20for%20Data%20Science%20with%20Python)

## Data Analysis with Python
* [**Lab 1: Importing Datasets**](https://github.com/aqafridi/Data-Analytics/blob/main/Data%20Analysis%20with%20Python/review-introduction.ipynb)
* [**Lab 2: Data Wrangling**](https://github.com/aqafridi/Data-Analytics/blob/main/Data%20Analysis%20with%20Python/data-wrangling.ipynb)
* [**Lab 3: Exploratory Data Analysis**](https://github.com/aqafridi/Data-Analytics/blob/main/Data%20Analysis%20with%20Python/exploratory-data-analysis.ipynb)
* [**Lab 4: Model Development**](https://github.com/aqafridi/Data-Analytics/blob/main/Data%20Analysis%20with%20Python/model-development.ipynb)
* [**Lab 5: Model Evaluation and Refinement**](https://github.com/aqafridi/Data-Analytics/blob/main/Data%20Analysis%20with%20Python/model-evaluation-and-refinement.ipynb)
* [**House Sales in King County, USA**](https://github.com/aqafridi/Data-Analytics/blob/main/Data%20Analysis%20with%20Python/House_Sales_in_King_Count_USA.ipynb)

## Data Visualization with Python
* [**Introduction to Data Visualization**](https://github.com/aqafridi/Data-Analytics/tree/main/Data%20Visualization%20with%20Python)
* [**Visualization Tools**](https://github.com/aqafridi/Data-Analytics/tree/main/Data%20Visualization%20with%20Python)
* [**Visualizing Geospatial Data**](https://github.com/aqafridi/Data-Analytics/tree/main/Data%20Visualization%20with%20Python)
* [**Dashboards with Plotly and Dash**](https://github.com/aqafridi/Data-Analytics/tree/main/Data%20Visualization%20with%20Python)

## IBM Data Analyst Capstone Project
* [**Data Collection**](https://github.com/aqafridi/Data-Analytics/tree/main/IBM%20Data%20Analyst%20Capstone%20Project/1.%20Data%20Collection)
* [**Data Wrangling**](https://github.com/aqafridi/Data-Analytics/tree/main/IBM%20Data%20Analyst%20Capstone%20Project/2.%20Data%20Wrangling)
* [**Exploratory Data Analysis**](https://github.com/aqafridi/Data-Analytics/tree/main/IBM%20Data%20Analyst%20Capstone%20Project/3.%20Exploratory%20Data%20Analysis)
* [**Data Visualization**](https://github.com/aqafridi/Data-Analytics/tree/main/IBM%20Data%20Analyst%20Capstone%20Project/4.%20Data%20Visualization)
* [**Building A Dashboard**](https://github.com/aqafridi/Data-Analytics/tree/main/IBM%20Data%20Analyst%20Capstone%20Project/5.%20Building%20A%20Dashboard)
* [**Present Findings**](https://github.com/aqafridi/Data-Analytics/tree/main/IBM%20Data%20Analyst%20Capstone%20Project/6.%20Present%20Findings)

## Professional Certificate
![IBM Data Analyst Professional Certificate](https://github.com/aqafridi/Data-Analytics/blob/main/images/IBM%20Data%20Analyst%20Professional%20Certificate.jpg)