Professional Certificate in Pathway Data Science
-- viewing nowThe Professional Certificate in Pathway Data Science is a comprehensive program designed to equip learners with essential data science skills for career advancement. This course is crucial in today's data-driven world, where businesses rely heavily on data to make informed decisions.
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Course Details
• Introduction to Data Science: Fundamentals of data science, data literacy, data-driven decision making
• Statistical Methods for Data Science: Descriptive and inferential statistics, probability distributions, hypothesis testing
• Data Wrangling and Preprocessing: Data cleaning, data transformation, data normalization, feature engineering
• Exploratory Data Analysis (EDA): Data visualization, univariate and multivariate analysis, data storytelling
• Machine Learning Foundations: Supervised learning, unsupervised learning, model evaluation, model selection
• Supervised Learning Algorithms: Linear regression, logistic regression, decision trees, random forests
• Unsupervised Learning Algorithms: K-means clustering, hierarchical clustering, principal component analysis (PCA)
• Deep Learning and Neural Networks: Artificial neural networks, convolutional neural networks, recurrent neural networks
• Big Data Analytics: Distributed computing, Hadoop, Spark, NoSQL databases
• Ethics in Data Science: Data privacy, data security, fairness, accountability, transparency
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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