Python for Data Science Foundation
Certification by GRADSKEY
- Foundation
- Medium
- Certificate
Python for Data Science Foundation
Syllabus
65 hours of intractive online class.
Module 1: Python Programming Fundamentals |
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Python Syntax, Variables, and Data Types |
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Control Structures and Loops |
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Functions and Modules |
| File Handling and Exception Management |
Module 2: Data Structures in Python |
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Lists, Tuples, and Sets |
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Dictionaries and Nested Structures |
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String Manipulation Techniques and Comprehensions and Iterators |
Module 3:Numerical Computing with NumPy |
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Introduction to NumPy Arrays |
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Array Operations and Broadcasting |
| Mathematical and Statistical Functions and Data Manipulation with NumPy |
Module 4: Data Analysis with Pandas |
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Series and DataFrames |
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Data Import and Export |
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Data Cleaning and Transformation |
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Data Aggregation and Grouping |
Module 5:Data Visualization |
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Introduction to Matplotlib |
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Creating Charts and Graphs |
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Data Visualization Best Practices |
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Interactive Visualization Basics |
Module 6:Exploratory Data Analysis |
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Data Profiling and Summary Statistics |
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Handling Missing Values and Outliers |
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Correlation and Trend Analysis |
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EDA Case Study |
Module 7: Introduction to Machine Learning |
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Machine Learning Concepts and Workflow |
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Data Preparation for ML |
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Supervised Learning Fundamentals |
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Model Evaluation Basics |
Module 8:Data Science Mini Project |
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Problem Definition and Dataset Selection |
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Data Cleaning and Analysis |
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Visualization and Insights Generation and Project Presentation and Assessment |
Instructor
Corporate Instructors
From Premier Companies.
“Instructors are from Corporate – Software Engineers from premium companies, working on the cutting-edge technologies and Java on a day to day basis..”
IIT Mentor
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