Data Engineering

13 Courses · 329 Lessons
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C1 Introduction to Data Engineering 20 lessons

M1 What is Data Engineering 5
1Introduction to Data Engineering▸ 2Modern Data Ecosystem Overview▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 The Data Engineering Ecosystem 5
1Data Repositories aur Big Data Platforms▸ 2Data Integration aur Pipelines▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Data Engineering Lifecycle 5
1Lifecycle Stages▸ 2Architecture Patterns▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Career Opportunities 5
1Career Paths aur Industry Demand▸ 2Building Your Portfolio▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C10 Introduction to NoSQL Databases 23 lessons

M1 Introduction to NoSQL 3
1NoSQL Database Concepts▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 MongoDB Getting Started 5
1MongoDB Setup aur Basics▸ 2Basic CRUD Operations▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 MongoDB CRUD and Indexing 5
1Advanced Queries▸ 2Indexes aur Performance▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 MongoDB Aggregation 5
1Aggregation Pipeline▸ 2Advanced Aggregation▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 Apache Cassandra 5
1Cassandra Fundamentals▸ 2Cassandra Data Modeling▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C11 Big Data with Spark and Hadoop 21 lessons

M1 Big Data and Hadoop 3
1Big Data aur Hadoop Ecosystem▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 MapReduce 5
1MapReduce Concepts▸ 2Hadoop Streaming aur Practical▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Apache Spark Fundamentals 5
1Spark Architecture aur RDDs▸ 2Spark Execution aur Optimization▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Spark SQL and DataFrames 5
1DataFrames aur Spark SQL▸ 2Advanced DataFrame aur Optimization▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 Final Project 3
1Big Data Analytics Project▸ 2Module 5 Review▸ 3T Final Module Assessment▸

C12 Data Engineering and ML using Spark 23 lessons

M1 Spark for Machine Learning 3
1Spark ML Fundamentals▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 Feature Engineering 5
1Feature Extraction aur Transformation▸ 2Feature Selection aur Best Practices▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Classification and Regression 5
1Classification Models▸ 2Regression Models▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Clustering and Recommendations 5
1Clustering▸ 2Recommendation Systems▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 Spark Streaming 5
1Structured Streaming▸ 2Advanced Streaming▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C13 Data Engineering Capstone 20 lessons

M1 Data Platform Architecture 3
1Platform Architecture Design▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 OLTP Database Design 3
1OLTP Schema aur Implementation▸ 2Module 2 Review▸ 3T Final Module Assessment▸
M3 NoSQL Database Setup 3
1MongoDB Product Catalog▸ 2Module 3 Review▸ 3T Final Module Assessment▸
M4 Data Warehousing 3
1Star Schema Design aur Implementation▸ 2Module 4 Review▸ 3T Final Module Assessment▸
M5 ETL and Data Pipelines 3
1Airflow ETL Pipeline▸ 2Module 5 Review▸ 3T Final Module Assessment▸
M6 Big Data Analytics with Spark 5
1Spark Analytics Pipeline▸ 2Capstone Submission▸ 3Module 6 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C2 Python for Data Science AI and Development 23 lessons

M1 Python Basics 3
1Your First Python Program▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 Python Data Structures 5
1Lists aur Tuples▸ 2Dictionaries aur Sets▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Python Programming Fundamentals 5
1Conditions aur Loops▸ 2Functions aur OOP▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Working with Data in Python 5
1File IO aur NumPy▸ 2pandas DataFrames▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 APIs and Data Collection 5
1REST APIs aur HTTP▸ 2Web Scraping with BeautifulSoup▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C3 Python Project for Data Engineering 10 lessons

M1 ETL Fundamentals 5
1ETL Process Overview▸ 2Python ETL Building Blocks▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 Python Project ETL Implementation 5
1Building the ETL Pipeline▸ 2Testing aur Submission▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C4 Introduction to Relational Databases 20 lessons

M1 Relational Database Concepts 5
1Relational Model Fundamentals▸ 2Database Objects▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 Using Relational Databases 5
1DDL Data Definition Language▸ 2DML Data Manipulation Language▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Database Design and Normalization 5
1EntityRelationship Modeling▸ 2Normalization▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Implementing Database Design 5
1From Design to Implementation▸ 2Final Project▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C5 Databases and SQL for Data Science 20 lessons

M1 Getting Started with SQL 3
1SQL Basics for Data Engineers▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 Relational Databases and Tables 3
1DDL aur DML Operations▸ 2Module 2 Review▸ 3T Final Module Assessment▸
M3 Intermediate SQL 5
1Aggregation aur Grouping▸ 2Subqueries aur JOINs▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Accessing Databases using Python 3
1Python DBAPI aur pandas Integration▸ 2Module 4 Review▸ 3T Final Module Assessment▸
M5 Working with Real World Datasets 3
1Real Dataset Analysis▸ 2Module 5 Review▸ 3T Final Module Assessment▸
M6 Advanced SQL 3
1Stored Procedures aur Transactions▸ 2Module 6 Review▸ 3T Final Module Assessment▸

C6 Linux Commands and Shell Scripting 20 lessons

M1 Introduction to Linux 5
1Linux Overview aur Terminal Basics▸ 2File aur Directory Management▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 Linux Commands 5
1Text Processing Commands▸ 2Networking aur System Commands▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Shell Scripting Basics 5
1Shell Script Fundamentals▸ 2Loops aur Functions▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Advanced Shell Scripting 5
1Cron Jobs aur Scheduling▸ 2Advanced Scripting Patterns▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C7 Relational Database Administration 16 lessons

M1 Database Management Fundamentals 3
1DBA Role aur Database Provisioning▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 Database Configuration and Security 3
1User Management aur Security▸ 2Module 2 Review▸ 3T Final Module Assessment▸
M3 Backup Recovery and Automation 5
1Backup Strategies▸ 2Recovery aur Automation▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Monitoring and Optimization 5
1Monitoring aur Diagnostics▸ 2Query Optimization▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C8 ETL and Data Pipelines 21 lessons

M1 ETL and ELT Processes 3
1ETL aur ELT Deep Dive▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 Building Data Pipelines Shell 3
1Shellbased ETL Pipeline▸ 2Module 2 Review▸ 3T Final Module Assessment▸
M3 Apache Airflow 5
1Airflow Fundamentals▸ 2Advanced Airflow▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Apache Kafka 5
1Kafka Fundamentals▸ 2Kafka Streaming Patterns▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 Final Project 5
1Batch Pipeline with Airflow▸ 2Streaming Pipeline with Kafka▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C9 Data Warehousing and BI Analytics 19 lessons

M1 Data Warehousing Fundamentals 3
1Data Warehouse Concepts▸ 2Module 1 Review▸ 3T Final Module Assessment▸
M2 Data Warehouse Design 5
1Dimensional Modeling▸ 2Slowly Changing Dimensions▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Data Warehouse Implementation 3
1DW Implementation Techniques▸ 2Module 3 Review▸ 3T Final Module Assessment▸
M4 BI Analytics and Reporting 3
1BI Tools aur Dashboards▸ 2Module 4 Review▸ 3T Final Module Assessment▸
M5 Final Assignment 5
1Data Warehouse Project▸ 2BI Dashboard Project▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸