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| Module 1 | |||
| Introduction to Data Analysis and Python | |||
|---|---|---|---|
| Introduction to Data Analysis, Python Installation, and Setup | |||
| Python Basics: Variables, Data Types, Operators, Control Structures | |||
| Data Structures in Python: Lists, Tuples, Dictionaries, Sets | |||
| File Handling and Libraries: NumPy, Pandas for Data Manipulation | |||
| Module 2 | |||
| Advanced Python for Data Analysis and Visualization | |||
|---|---|---|---|
| Data Cleaning and Preprocessing with Pandas | |||
| Data Visualization with Matplotlib and Seaborn | |||
| Introduction to Power BI: Data Importing and Visualization Basics | |||
| Power BI: Advanced Visualization Techniques and Dashboards | |||
| Module 3 | |||
| Machine Learning with TensorFlow and Keras | |||
|---|---|---|---|
| Introduction to Machine Learning and TensorFlow Basics | |||
| Building and Training Neural Networks with Keras | |||
| Deep Learning Fundamentals and Convolutional Neural Networks (CNNs) | |||
| Recurrent Neural Networks (RNNs) and Natural Language Processing (NLP) Basics | |||
| Module 4 | |||
| Database Management with MySQL | |||
|---|---|---|---|
| Advanced SQL Queries: Joins, Subqueries, Aggregations | |||
| Data Manipulation with MySQL: Insertion, Deletion, Updating | |||
| Database Administration and Optimization Techniques | |||
| Module 5 | |||
| Data Visualization with Tableau | |||
|---|---|---|---|
| Introduction to Tableau: Interface and Basic Visualizations | |||
| Data Connection and Blending in Tableau | |||
| Advanced Visualization Techniques and Calculations | |||
| Dashboard Design and Storytelling with Data in Tableau | |||
| Advanced Excel Tools for Data Analysis | |||
| Excel Functions and Formulas for Data Analysis | |||
| Data Cleaning and Formatting in Excel | |||
| PivotTables and Advanced Data Analysis Techniques | |||
| Automation with Macros and VBA Programming in Excel | |||