Data Science Foundation

Course details

OVERVIEW: Data Science Foundation is a high–level Data Science course that covers all core concepts of Data Science. In addition to introducing basic statistics, the foundation courses provide an overview of Machine Learning, hands-on practice with ML algorithms and applications of Data Science.

CAREER OPPORTUNITIES:

Market Trends: Data Science is a multifaceted career, based on structured and unstructured data. Companies across a broad spectrum use it – from finance and marketing to retail and FMCG. A report shared by the US Bureau of Labor Statistics projects that employment in Data Science will increase by by 2026. With fast-rising career opportunities, Data Science is currently the most in-demand domain around the globe.

Salary Trends: The Data Science job role has shown phenomenal growth in the past years and is considered the 3rd highest paid job in UAE. A Forbes study found that certified Data Science professionals earn 30 to 40% more than non – certified counterparts. In the UAE, the salary range for a Data Science professional ranges from AED 17,600 to AED 49,100 per month.

Demand and Opportunities: Data Science is gaining demand in the market since potential job seekers have multiple opportunities. IBM declared it the 21st century’s trending job, predicting an increase in demand for Data Analysts and Data Scientists. Global demand for Data Scientists is projected to increase by 200% over the next 5 years, which will continue moving forward.

COURSE OUTLINE:

What is Data Science?

• Business Analytics vs Big Data vs Data Science
• Components of Data science: Venn diagram
• Understanding Data Science Pipeline
• Roles and Jobs in Data Science in the Market
• Data Science Team Structure

Data Science: Area of Study

• Business / Domain Knowledge
• Hacking / Programming Skills
• Statistics
• Machine Learning

Data Sources and Importing techniques

• Reading from existing data from flat files and database
• APIs
• Web Scraping
• Other data gathering methods
• Hands-on importing data

Data Exploratory Analysis

• Basic statistics
• Exploratory graphs
• Exploratory statistics

Data Science Programming

• Programming basics
• Python overview
• R overview
• SQL

Introduction to Applied Statistics

• Hypothesis Testing
• Confidence
• Validating

Introducing Machine Language

• Decision trees
• Ensembles
• k – nearest neighbors (kNN)
• Naive Bayes classifiers
• Artificial neural networks

Visual Analytics and Tableau

• Introduction to Visual Analytics
• Interpretability
• Actionable insights
• Various Graphical Representations

Data Science Career and Conclusion

• Data Science Learning sources
• Data Science relevance in your career
• How should a data scientist’s resume look like
• Tips on a job application

KEY TAKEAWAYS:

Successful completion of the Data Science Foundation course will enable a candidate to:

• Gain in-depth knowledge on core concepts of Data Science and Machine Learning
• Use examples from a variety of domains to communicate data and results
• Calculate the probability of events based on Machine Learning and statistics
• Be proficient in computational thinking and programming language to analyze and visualize data
• Analyze data critically and draw reliable conclusions

ACCREDITATION:

Our Data Science Foundation course is accredited by ISO 9001: 2015 and the Knowledge and Human Development Authority (KHDA).

ALUMNI: Our academy graduates are successfully placed in some of the top-notch companies in Dubai like Jumeirah, Aramex, Airarabia, Damac, Emaar, etc. They are entrepreneurs, career changers, and lifelong learners.

WHY LEARNER’S POINT:

As one of the leading providers of the Data Science Foundation course, we have extensive knowledge and experience in the field.
The following advantages are offered by our Data Science Foundation course:

• Our Data Science Foundation course is designed based on real-world scenarios, formulating and evaluating practical requirements
• Our courses strive to provide a reality check and insight into the requirements of a challenging role and how to fulfill it
• We also provide live interactive sessions and hands-on experience through assignments associated with the actual work environment
• To enhance the learning experience of our students we provide organized group sessions and integrated training modules
• Our discrete approach to career guidance enables our students to get successfully placed in renowned organizations

Updated on 22 August, 2024