DataScience

Python for Data Science, AI & Development

• Python Basics
• Python Data Structures
• Python Programming Fundamentals
• Working with Data in Python
• APIs, and Data Collection

Machine Learning with Python

• 1. Regression
• 2. Classification
• 3. Clustering
• 4. Recommender Systems
• 5. Final Project

Python Project for Data Science

• Intro to Web Scraping Using BeautifulSoup
• Extracting Stock Data Using a Python Library
• Extracting Stock Data Using Web Scraping
• Extracting_and_Visualizing_Stock_Data_Final_Assignment

Databases and SQL for Data Science with Python

• Getting Started with SQL
• Introduction to Relational Databases and Tables
• Intermediate SQL
• Accessing Databases using Python
• Course Assignment

Data Analysis with Python

• Lab 1: Importing Datasets
• Lab 2: Data Wrangling
• Lab 3: Exploratory Data Analysis
• Lab 4: Model Development
• Lab 5: Model Evaluation and Refinement
• House Sales in King County, USA

Data Visualization with Python

• Introduction to Data Visualization
• Visualization Tools
• Visualizing Geospatial Data
• Dashboards with Plotly and Dash

Applied Data Science Capstone

• 1. Data Collection and Wrangling
• 2. Exploratory Analysis- SQL, Pandas,Matplotlib
• 3. Interactive Visual Analytics and Dashboard
• 4. Predictive Analysis (Classification)
• 5. Present Data-Driven Insights

Certificate of Specialization