Omdena Academy Courses

Essential Data Science Building Blocks (Modular Course)

December 29, 2023


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For whom is this course?

The course will familiarize the learners with all essential skill sets required to be a good data scientist and machine learning engineer with real-world practical case studies regardless of their educational and professional background. The course is designed with independent modules starting from basic Python, Exploratory Data Analysis, Data Visualization, Machine Learning, Deep Learning, Computer Visions, and Natural Language Processing.

Objective

The objective is to provide a foundational course to get started with Data Science and Machine Learning Engineering with real-world projects and hands-on experiences. The essential skills are almost from all domains of data sciences including Machine Learning, Natural Language Processing, and Computer Vision.


What will you learn?

After completing this course learners will be able to:

  • Learn and apply Machine learning techniques with real-world applications
  • Learn and apply Natural Language processing techniques with real-world applications
  • Learn and apply Computer Vision techniques with real-world applications
  • Developing a web application with Streamlit
  • Working with GitHub to maintain Data Science Portfolio

Prerequisites

  • None

Syllabus

Sr.# Module Duration Instructor
1 Basic Python Libraries for Data Science Applications 4 Hours Erum Afzal
2 EDA: Exploratory Data Analysis and Feature Engineering 4 Hours Erum Afzal
3 Data Visualization for Data Science Projects 2 Hours Erum Afzal
4 Machine Learning Algorithms Application 3 Hours Mohammed Zuhair
5 Getting started with Natural Language Processing and Language Models 4 Hours Mohammed Zuhair
6 Deep Learning 2 Hours Opeyemi
7 Neural Network Application 4 Hours Likhitha pulluru
8 Computer Vision Application 3 Hours Amal Mathew
9 Transfer Learning Application 3 Hours Sijuade
10 Streamlit Application 3 Hours Aruna
11 Working with GitHub 2 Hours Rosana
12 Developing and Publishing Data Science Package 3 Hours Juber Rehman

Instructors




Course Info

Certificateyes
Duration37 hours
Start Date
Last Registration Date
No of Students100
Skill Levelbeginner

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