Executive Development Programme in Calculus for Data Science
-- viewing nowThe Executive Development Programme in Calculus for Data Science is a certificate course designed to empower professionals with the essential mathematical skills required in the data science industry. This program highlights the importance of calculus in data analysis, modeling, and decision-making, making it an ideal fit for data analysts, engineers, and managers seeking to upskill or transition into data science.
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Course Details
• Introduction to Calculus: Understanding fundamental concepts, limits, continuity, differentiation, and integration
• Calculus in Data Science: Applying calculus concepts in data science, including optimization and regression analysis
• Differentiation Techniques: Techniques for differentiation, including implicit differentiation, logarithmic differentiation, and higher-order derivatives
• Optimization Problems: Solving optimization problems using calculus, including finding maximum and minimum values
• Integration Techniques: Techniques for integration, including substitution, integration by parts, and partial fractions
• Applications in Machine Learning: Understanding the role of calculus in machine learning algorithms, including gradient descent and backpropagation
• Calculus for Time Series Analysis: Using calculus to analyze time series data, including modeling and forecasting
• Calculus for Predictive Modeling: Applying calculus to build predictive models, including regression and neural networks
• Case Studies in Data Science: Analyzing real-world data science problems and their solutions using calculus
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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