Certificate in Data Science Fundamentals: Next-Gen Fundamentals
-- viewing nowThe Certificate in Data Science Fundamentals is a highly relevant and career-advancing course that equips learners with essential data science skills. This program focuses on next-generation fundamentals, providing a solid foundation in data analysis, machine learning, and data visualization.
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Course Details
• Data Science Foundations: Introduction to Data Science, History and Evolution of Data Science, Data Science vs Traditional Statistics, Data Science Applications
• Data Types and Structures: Numerical Data, Categorical Data, Time Series Data, Text Data, Image Data, Graph/Network Data, Data Structures in Data Science
• Data Manipulation and Wrangling: Data Cleaning, Data Transformation, Data Merging and Joining, Data Reshaping, Data Aggregation
• Exploratory Data Analysis (EDA): Descriptive Statistics, Data Visualization, Hypothesis Testing, Univariate and Multivariate Analysis, Dimensionality Reduction
• Data Modeling and Machine Learning: Regression Analysis, Classification, Clustering, Dimensionality Reduction, Model Evaluation Metrics
• Big Data Fundamentals: Big Data Overview, Distributed Computing, Hadoop Ecosystem, Spark and PySpark, NoSQL Databases
• Data Science Tools and Languages: Python for Data Science, R for Data Science, SQL for Data Science, Git and Version Control, Jupyter Notebooks
• Data Ethics and Privacy: Data Privacy, Bias in Data, Ethical Considerations in Data Science, Responsible AI Practices
• Data Science Project Management: Data Science Workflow, Reproducible Research, Collaborative Data Science, Data Science Career Paths
Career Path
Entry Requirements
- Basic understanding of the subject matter
- Proficiency in English language
- Computer and internet access
- Basic computer skills
- Dedication to complete the course
No prior formal qualifications required. Course designed for accessibility.
Course Status
This course provides practical knowledge and skills for professional development. It is:
- Not accredited by a recognized body
- Not regulated by an authorized institution
- Complementary to formal qualifications
You'll receive a certificate of completion upon successfully finishing the course.
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