The Diploma in Python – Big Data, Data Science, SQL, and Data Engineering is a comprehensive program designed to equip learners with the technical skills and practical experience required to thrive in the fields of Data Science, Big Data, and Data Engineering.
Key Learnings
- Strong Python programming skills
- Ability to work with SQL and databases
- Big Data handling using Hadoop and Spark
- Data Science problem-solving and model building
- Building scalable ETL pipelines and managing data workflows
Course Content:
Module -1 B E G I N N E R P Y T H O N
- Variables in Python
- String Manipulation
- Input and Print Functions
- Variable Naming
- Mathematical Operations in Python
- DataTypes
- Converting types
- Conditionals IF/ELIF/ELSE
- Logical Operators
- Error Handling
- Functions
- For Loops
- Code blocks and Indentation
- While Loops
- Python Dictionaries and Lists
- Nested Collections
- Returning Functions
- Return vs. Print
Module-2 I N T E R M E D I A T E P Y T H O N
- Local Development Environment Setup
- PyCharm Tips and Tricks
- Python Object-Oriented Programming
- Creating Classes in Python
- Using External Python Modules/Import
- Getting / Setting Attributes
Module-3 P R O F E S S I O N A L P Y T H O N
- Packing and Unpacking Functions in Python
- Strongly Dynamic Typing
- Error Handling and Exceptions
- Try / Except/ Raise
- Working with date and time
- Hosting Python Code Online with PythonAnywhere
Module-4 INTRODUCTION TO DATA SCIENCES
- Dataframe Inspection
- Data Cleaning
- Sorting Values in Dataframes
- Arithmetic Operations with Pandas
- Creating Line Charts with Matplotlib
- Using Jupyter Notebook
- Creating Scatterplots with Matplotlib
- Creating Bar Charts, Pie Charts, Donut Charts, Box Plots with
- Plotly
- Creating NumPy arrays
- Array Slicing and Subsetting
- Matrix Multiplication
- Bitwise and Operators in Pandas
Module 5: Database Essentials for Data Engineering
- Introduction to PostgreSQL and Database Management
- Creating and Managing Tables
- Indexing and Query Optimization
- Utilizing Pre-defined Functions in Data Engineering
- Advanced SQL Queries for Data Manipulation
Module 6: Data Engineering Programming with Python
- Basic Programming Constructs in Python
- Working with Collections (Lists, Dictionaries, etc.)
- Data Manipulation with Pandas Library
- Database Interaction with Python
- Error Handling and Exception
Module 7: Data Engineering with Spark Dataframe APIs (PySpark)
- Introduction to PySpark and Spark Dataframes
- Data Transformation with select, filter, groupBy, orderBy, etc.
- Advanced Data Manipulation Techniques
- Joins and Aggregations with Dataframes
Module 8: Advanced Data Engineering with Spark SQL (PySpark and Spark SQL)
- Writing High-Quality Spark SQL Queries
- Complex SQL Operations: SELECT, WHERE, GROUP BY, ORDER BY, etc.
- Window Functions in Spark SQL
- Optimization Techniques for Spark SQL
Module 9: Spark Metastore and Integration
- Understanding Spark Metastore and its Role
- Integrating Dataframes and Spark SQL
- Managing Metadata in Spark
- Module 10: Building Data Engineering Pipelines with Spark and Python
- Designing Data Pipelines with Spark and Python
- Implementing ETL Processes
- Error Handling and Logging in Data Pipelines
Module 11: Working with Different File Formats
- Handling Parquet, JSON, CSV, and Other Formats
- Data Serialization and Deserialization
- File Formats for Efficient Data Storage and Processing
Module 12: Final Project
International Student Fees: USD400$
Job Interview Preparation (Soft Skills Questions & Answers)
Tough Open-Ended Job Interview Questions
What to Wear for Best Job Interview Attire
Job Interview Question- What are You Passionate About?
How to Prepare for a Job Promotion Interview
Stay connected even when you’re apart
Join our WhatsApp Channel – Get discount offers
500+ Free Certification Exam Practice Question and Answers
Your FREE eLEARNING Courses (Click Here)
Internships, Freelance and Full-Time Work opportunities
Join Internships and Referral Program (click for details)
Work as Freelancer or Full-Time Employee (click for details)
Flexible Class Options
Weekend Classes For Professionals SAT | SUN
Corporate Group Training Available
Online Classes – Live Virtual Class (L.V.C), Online Training
Popular Courses
Fundamentals of Data Engineering
Diploma in Python -Web Development, AI, Machine Learning and Data Science
Mastering Python – Machine Learning
Data Sciences Specialization Course
