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Introduction
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Module 1: Foundations of Data Science
Module 1: Foundations of Data Science
1.1 Introduction to Data Science
1.2 Data Science Life Cycle
1.3 Applications of Data Science
Quiz
Lab Practice 1.1
Python File Download
Module 2: Foundations of Statistics
Module 2: Foundations of Statistics
2.1 Basic Concepts of Statistics
2.2 Probability Theory
2.3 Statistical Inference
Quiz
Lab Practice 2.1
Python File Download
Module 3: Data Sources and Types
Module 3: Data Sources and Types
3.1 Types of Data
3.2 Data Sources
3.3 Data Storage Technologies
Quiz
Lab Practice 3.1
Python File Download
Module 4: Programming Skills for Data Science
Module 4: Programming Skills for Data Science
4.1 Introduction to Python for Data Science
4.2 Introduction to R for Data Science
Quiz
Lab Practice 4.1
Python File Download
Module 5: Data Wrangling and Preprocessing
Module 5: Data Wrangling and Preprocessing
5.1 Data Imputation Techniques
5.2 Handling Outliers and Data Transformation
Quiz
Lab Practice 5.1
Python File Download
Module 6: Exploratory Data Analysis (EDA)
Module 6: Exploratory Data Analysis (EDA)
6.1 Introduction to EDA
6.2 Data Visualization
Quiz
Lab Practice 6.1
Python File Download
Module 7: Generative AI Tools for Deriving Insights
Module 7: Generative AI Tools for Deriving Insights
7.1 Introduction to Generative AI Tools
7.2 Applications of Generative AI
Quiz
Lab Practice 7.1
Python File Download
Module 8: Machine Learning Refresher
Module 8: Machine Learning Refresher
8.1 Introduction to Supervised Learning Algorithms
8.2 Introduction to Unsupervised Learning
8.3 Different Algorithms for Clustering
8.4 Association Rule Learning
Quiz
Module 9: Advance Machine Learning
Module 9: Advance Machine Learning
9.1 Ensemble Learning Techniques
9.2 Dimensionality Reduction
9.3 Advanced Optimization Techniques
Quiz
Module 10: Data-Driven Decision-Making
Module 10: Data-Driven Decision-Making
10.1 Introduction to Data-Driven Decision Making
10.2 Open Source Tools for Data-Driven Decision Making
10.3 Deriving Data-Driven Insights from Sales Dataset
Quiz
Lab Practice 10.1
Python File Download
Module 11: Data Storytelling
Module 11: Data Storytelling
11.1 Understanding the Power of Data Storytelling
11.2 Identifying Use Cases and Business Relevance
11.3 Crafting Compelling Narratives
11.4 Visualizing Data for Impact
Quiz
Module 12: Capstone Project - Employee Attrition Prediction
Module 12: Capstone Project - Employee Attrition Prediction
12.1 Project Introduction and Problem Statement
12.2 Data Collection and Preparation
12.3 Data Analysis and Modeling
12.4 Data Storytelling and Presentation
Quiz
Lab Practice 12.1
Python File Download
Resources
AI+ Data Blueprint
AI+ Data Detailed Curriculum
AI+ Data Tools
AI+ Data Resources and References
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AI+ Data™
