Join our “SQL & Python Bootcamp” course and master SQL and Python.
Through these 24 hours of classes, you’ll gain the skills necessary to thrive in the competitive job market or launch a successful freelance career. Unleash your potential as a data analyst!
COURSE TABLE OF CONTENT
Introduction to SQL Server
• Overview of SQL Server
• What is SQL Server?
• Installation and Setup
• SQL Server Management Studio (SSMS) Interface
Basics of SQL
• Introduction to SQL
• SQL Syntax and Structure
• Data Types
• Basic SQL Commands
• SELECT, FROM, WHERE
• INSERT, UPDATE, DELETE
• Filtering and Sorting Data
• WHERE Clause
• ORDER BY Clause
Advanced SQL Queries
• Aggregate Functions
• COUNT, SUM, AVG, MIN, MAX
• Grouping Data
• GROUP BY Clause
• HAVING Clause
• Joining Tables
• INNER JOIN, LEFT JOIN, RIGHT JOIN, FULL JOIN
Data Manipulation and Transformation
• Subqueries and Nested Queries
• Common Table Expressions (CTEs)
• Window Functions
• ROW_NUMBER(), RANK(), DENSE_RANK(), NTILE()
• Data Transformation Techniques
Working with Complex Data Types
• Working with Dates and Times
• Date Functions
• String Functions
• CONCAT, SUBSTRING, CHARINDEX, REPLACE
SQL Server Advanced Topics
• Indexing and Performance Tuning
• Creating and Managing Indexes
• Query Optimization
• Stored Procedures and Functions
• Creating and Executing Stored Procedures
• User-Defined Functions
Data Analysis and Reporting
• Basic Data Analysis Techniques
• Descriptive Statistics
• Using SQL for Data Analysis
• Exploratory Data Analysis (EDA)
• Generating Reports
• Creating Simple Reports in SSMS
• Exporting Data to Excel
Hands-on Projects and Case Studies
• Real-world Data Analysis Projects
– Case Studies
Introduction to Python for Data Analysis
• Overview of Python and its Applications in Data Analysis
• Why Python for Data Analysis?
• Setting Up Python Environment
• Introduction to Google Colab
Python Basics
• Python Syntax and Basics
• Variables, Data Types, and Operators
• Control Structures: if-else, loops
• Functions and Modules
• Defining and Calling Functions
• Importing and Using Modules
Data Structures and Handling
• Working with Lists, Tuples, and Dictionaries
• Introduction to NumPy
• Creating and Manipulating Arrays
• Array Operations and Broadcasting
Working with Data Sources
• Reading from and writing to a csv
• Reading documentation
• API calls
• Data Ethics
Data Manipulation with Pandas
• Introduction to Pandas
• DataFrames and Series
• Data Loading, Cleaning, and Preparation
• Reading and Writing Data (CSV, Excel, etc.)
• Handling Missing Data
• Data Transformation and Filtering
Data Analysis and Exploration
• Exploratory Data Analysis (EDA)
• Descriptive Statistics
• Data Visualization with Matplotlib and Seaborn
• Plotting and Customizing Graphs
• Grouping and Aggregating Data
• Groupby() and aggregate functions
Working with Dates and Times
• Date and Time Data Types and Operations
• Resampling and Time Series Analysis
• Date Functionality in Pandas
Practical Applications and Case Studies
• Real-world Data Analysis Projects
Data Analyst at NexaTech Solution
“Instructo’s course gave me real-world data skills, making my transition into analytics smooth and impactful.”
Reporting Analyst at BlueWave Insights
“The structured curriculum and expert guidance helped me gain confidence in data visualization and analysis.”
Business Intelligence Specialist at Verde Analytics
“Great hands-on learning! The Power BI and SQL modules were game-changers for my workflow”
Market Research Analyst at QuantifyMetrics
“Loved the practical approach! Instructo’s training made complex concepts easy to understand and apply at work.”
Operations Analyst at DataSphere Technologies
“This course provided in-depth analytics training, improving my data-driven decision-making skills at my job.”
Stay ahead with industry-relevant skills, from fundamentals to advanced tools, ensuring you’re prepared for the evolving tech landscape.
Learn by doing through real-world projects, case studies, and practical exercises, gaining the experience needed to apply your skills effectively.
Our courses adapt to your skill level, offering personalized learning experiences that ensure maximum understanding and professional growth.
Gain direct access to industry networks, job opportunities, and real-world projects, seamlessly transitioning from learning to career success.
Engage in discussions, hands-on activities, and collaborative problem-solving for a dynamic, immersive learning experience.
Our trainers are industry professionals bringing real-world expertise, ensuring you learn practical skills that matter.
Yes! Our flexible learning options, including weekend and evening classes, ensure you can upskill without disrupting your daily commitments.
We provide step-by-step guidance, interactive support, and additional resources to help you grasp even the most challenging concepts with confidence.
Absolutely! Our courses focus on real-world applications, industry connections, and job-ready skills to give you a competitive edge in the market.
Yes! Upon successful completion, you’ll receive an industry-recognized certification, adding credibility to your resume and professional profile.
No worries! Our structured approach starts from the basics, gradually building your expertise with clear explanations and hands-on practice.
Yes! You’ll have access to recorded sessions and learning materials, so you can review and reinforce your knowledge anytime.