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🌟 Welcome to Our Course! 🌟
1. Introduction to Data Analytics
1.1 What is Data Analytics?
1.2 The Role of a Data Analyst
1.3 Career Paths in Data Analytics
1.4 Industries That Utilize Data Analytics
1.5 Key Concepts and Terminology
1.6 Tools and Technologies
QUIZ
CODING TEST - Data Type Identification
2. Data Wrangling & Preprocessing
2.1 The Role of a Data Analyst
2.2 Data Cleaning
MCQ
CODING TEST: Basic SQL Query
3: Data Analysis and Exploration
3.1 Descriptive Statistics
3.2 Data Visualization
MCQ
Assignment:
CODING TEST: Handling Missing Data
4. Data Modeling and Prediction
4.1 What is Data Modeling?
4.2 Types of Data Models
4.3 Linear Regression for Prediction
MCQ
Assignment:
CODING TEST: Summary Statistics
5. Exploratory Data Analysis (EDA)
5.1 What is EDA?
5.2 Key Techniques in EDA
5.3 Summary Statistics in EDA
MCQ
Assignment:
CODING TEST: Plotting Data
6. Statistical Analysis and Hypothesis Testing
6.1 What is Hypothesis Testing?
6.2 Steps in Hypothesis Testing
6.3 Types of Hypothesis Tests
MCQ
Assignment:
CODING TEST: Descriptive Statistics Calculation
7. Data Wrangling and Cleaning
7.1 What is Data Wrangling?
7.2 Common Data Cleaning Techniques
7.3 Handling Missing Data
7.4 Dealing with Outliers
MCQ
Assignment:
CODING TEST: Aggregate SQL Query
8. Data Visualization
8.1 What is Data Visualization?
8.2 Types of Data Visualizations
8.3 Best Practices in Data Visualization
mcq
Assignment:
CODING TEST: Basic Data Manipulation with Pandas
9. Advanced Data Visualization
9.1 Introduction to Advanced Data Visualization
9.2 Types of Advanced Visualizations
9.3 Tools for Advanced Data Visualization
MCQ
Assignment:
CODING TEST: Join Two Tables
10. Introduction to Machine Learning
10.1 What is Machine Learning?
10.2 Types of Machine Learning
10.3 Supervised Learning: Regression and Classification
MCQ
Assignment:
CODING TEST: Reshaping Data
11. Unsupervised Learning
11.1 Clustering Algorithms
11.2 Dimensionality Reduction
MCQ
Assignment:
CODING TEST: Subquery in SQL
12. Time Series Analysis
12.1 Introduction to Time Series
12.2 Key Concepts in Time Series
12.3 Time Series Forecasting Methods
MCQ
Assignment:
CODING TEST: Correlation Calculation
13. Data Cleaning and Preprocessing
13.1 Importance of Data Cleaning
13.2 Common Data Cleaning Techniques
13.3 Data Preprocessing Techniques
MCQ
Assignment
CODING TEST: Data Extraction from API
14. Introduction to Machine Learning
14.1 What is Machine Learning?
14.2 Types of Machine Learning
14.3 Common Algorithms in Machine Learning
14.4 Model Evaluation
MCQ
Assignment
CODING TEST: Linear Regression Model
15. Data Visualization and Communication
15.1 Importance of Data Visualization
15.2 Common Data Visualization Tools
15.3 Choosing the Right Visualization
15.4 Communicating Data Insights
MCQ
Assignment
CODING TEST: Visualizing Data with Python
Conclusion of Course
FINAL ASSIGNMENT
Data Analytics Course Completion Celebration Form