Courses > Data Analytics
Data Analytics
Data Analytics Course Syllabus
Overview
Introduction to Data Analytics
- Overview of Data Analytics
- Types of Data Analytics: Descriptive, Diagnostic, Predictive, Prescriptive
- Importance and Applications of Data Analytics in Various Industries
- Data Analytics Lifecycle
- Tools and Technologies Used in Data Analytics
Python Basics
- Introduction to Python
- Basic Python Syntax and Data Types (Strings, Lists, Tuples, Dictionaries)
- Conditional Statements and Loops
- Functions and Modules
- File Handling in Python
- Error Handling and Debugging
- Introduction to Jupyter Notebooks
Python Libraries for Data Analytics
- Introduction to Key Python Libraries: Pandas, NumPy, Matplotlib, Seaborn
- Data Manipulation with Pandas
- Working with DataFrames
- Data Visualization with Matplotlib and Seaborn
- Data Aggregation and Grouping using Pandas
- Statistical Analysis with SciPy and Statsmodels
Data Collection and Management
- Data Collection Methods
- Data Sources: Structured, Semi-Structured, and Unstructured Data
- Data Storage Systems and Databases (SQL vs NoSQL)
- Introduction to Data Warehousing
- Data Cleaning and Preprocessing Techniques
- Handling Missing Data
- Data Transformation and Normalization
Statistical Methods for Data Analytics
- Descriptive Statistics: Mean, Median, Mode, Standard Deviation
- Probability and Distribution
- Hypothesis Testing and Confidence Intervals
- Correlation and Causation
- Regression Analysis: Linear and Logistic Regression
- Statistical Inference and Sampling Methods
MySQL Database
- Introduction to Relational Databases and SQL
- SQL Queries: SELECT, INSERT, UPDATE, DELETE
- Filtering and Sorting Data with SQL
- Join Operations: Inner Join, Left Join, Right Join, Full Join
- Aggregate Functions and Grouping in SQL
- Subqueries and Nested Queries
- Database Design and Normalization
Data Visualization
- Importance of Data Visualization
- Types of Data Visualizations: Charts, Graphs, and Dashboards
- Tools for Data Visualization: Excel, Tableau, Power BI, Python Libraries
- Creating Effective Visualizations: Choosing the Right Chart
- Interactive Dashboards and Reports
- Best Practices for Data Visualization
Power BI
- Introduction to Power BI
- Data Import and Transformation in Power BI
- Data Modeling and Relationships
- Creating Visualizations and Dashboards
- Power BI Service and Report Sharing
- DAX Functions for Advanced Calculations
- Power Query for Data Transformation
Advanced Excel
- Excel Functions and Formulas for Data Analysis
- Pivot Tables and Pivot Charts
- Data Validation and Conditional Formatting
- Power Query for Data Transformation
- Data Analysis with Excel Add-ins (Power Pivot, Solver, etc.)
- Excel for Statistical Analysis and Visualizations
Machine Learning for Data Analytics
- Introduction to Machine Learning
- Supervised vs Unsupervised Learning
- Classification Algorithms: Decision Trees, Random Forest, KNN
- Regression Algorithms: Linear Regression, Support Vector Regression
- Clustering Algorithms: K-Means, Hierarchical Clustering
- Model Evaluation and Validation: Cross-Validation, Confusion Matrix, ROC Curve
- Introduction to Deep Learning (optional for advanced students)
Bonus Topics
- Introduction to Big Data and Tools (Hadoop, Spark)
- Real-time Data Analytics and Streaming Data
- Introduction to Natural Language Processing (NLP)
- Introduction to Time Series Analysis
Data Analytics End-to-End Project
- Overview of a Data Analytics Project Workflow
- Understanding Project Requirements and Objectives
- Data Collection and Preparation for the Project
- Applying Data Analysis Techniques
- Building Predictive Models
- Data Visualization and Reporting Results
- Presentation of Project Findings
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Upcoming Training Batches
Live Virtual Class
Jan 27 - Apr 25
08:00 PM – 10:00 PM IST
Certified Instructor
Weekday Batches • 51 Sessions
INR 95,998/-
INR 49,999/-
Live Virtual Class
Jan 27 - Apr 25
08:00 PM – 10:00 PM IST
Certified Instructor
Weekday Batches • 51 Sessions
INR 95,998/-
INR 49,999/-
Live Virtual Class
Jan 27 - Apr 25
08:00 PM – 10:00 PM IST
Certified Instructor
Weekday Batches • 51 Sessions
INR 95,998/-
INR 49,999/-
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