Introduction to data science

5.00(9 Ratings)
300,00 EGP 500,00 EGP
300,00 EGP 500,00 EGP

Course content:

Module 1 : Introduction to Data and Data Science
This module provides a foundational overview of data, its types, and the growing importance of data science in various industries. Learners will explore different forms of data, the evolution of data over time, and key concepts in data science, including its lifecycle, team roles, and applications.

  • What is Data
    01:22
  • Structured Data
    01:22
  • Unstructured Data
    01:50
  • Data Back Then and Now
    00:59
  • Types of data
    01:53
  • Human-Generated Data and Computer generated data
    01:42
  • Introduction to Data Science
    02:45
  • Data Science Lifecycle
    05:43
  • Data Team
    13:13
  • Applications , importance and Jobs
    02:59
  • Data Science Quiz

Module 2 : Big Data Engineering
The Big Data module explores the vast and complex landscape of data characterized by high volume, velocity, variety, veracity, and value, originating from diverse sources like social media, IoT devices, and transactional systems. It covers different data types, including structured, unstructured, and semi-structured data, and highlights applications across industries such as healthcare, finance, retail, and transportation. Key challenges include ensuring data quality, maintaining privacy, and integrating various data sources. The module also explains how Big Data works through data ingestion, storage solutions like data lakes and warehouses, processing methods, and the importance of analysis and visualization. Additionally, it compares data storage architectures, emphasizing the evolving role of data lakehouses in accommodating both structured and unstructured data needs.

Module 3 : Data Governance
Data governance is the management of data availability, quality, integrity, and security within an organization, and companies should implement it early to ensure effective data usage, with key aspects including data quality, security, compliance, stewardship, and architecture, along with steps like defining goals, assigning roles, developing policies, implementing tools, and monitoring effectiveness.

What you will learn:

  • Understand the foundations of data, including the differences between structured and unstructured data, and how data has evolved and grown over time.
  • Learn what big data is, where it comes from, its unique characteristics, and why it’s so valuable in modern industries.
  • Explore data storage options, including data warehouses, data lakes, and data lakehouses, and understand when to use each for managing diverse data needs.
  • Compare ETL (Extract, Transform, Load) and ELT (Extract, Load, Transform) processes, learning their roles in preparing data for analysis.
  • Discover how real-time analytics works and examine big data applications across various sectors to see how data enables fast, data-driven decisions.
  • Understand the essentials of data governance, including its key aspects, why it’s important, and steps for implementing an effective governance framework.
  • Learn about data science, its lifecycle, and explore different data-related roles within a data team.
  • Gain insights into big data engineering, its critical role in building scalable systems for data storage, management, and processing, and key skills for a career as a big data engineer.
  • This comprehensive set of concepts will provide you with a strong understanding of data, big data, and data science, setting the foundation for future roles in the data-driven industry.

Course requirements:

  • No prior experience needed; access to a computer with internet; engage in discussions, complete assignments on time, and uphold academic integrity.

This course includes:

  • This course includes the following materials:
  • Lecture Slides: Presentations summarizing key concepts for each module.
  • Video Lectures: Recorded sessions providing in-depth explanations and discussions.

Reviews

5.0
Total 9 Ratings
5
9 Ratings
4
0 Rating
3
0 Rating
2
0 Rating
1
0 Rating
AK
1 month ago
كورس مفيد جدا
1 month ago
GOOD
WS
2 months ago
the course was excellent
GM
2 months ago
Thanks
HA
2 months ago
GOOD
A
2 months ago
good
3 months ago
Amazing
3 months ago
Amazing Course
3 months ago
Amazing

Instructor:

Eng Mohammed
Eng Mohammed
Big Data Engineer and Data Consultant @ ISD Company

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