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Related lectures (32)
Data Science for Engineers: Part 2
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Explores data manipulation, exploration, and visualization in data science projects using Python.
Air Pollution Data Analysis
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Covers the analysis of air pollution data, focusing on R basics, visualizing time series, and creating summaries of pollutant concentrations.
Data Science: Python for Engineers - Part II
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Explores data wrangling, numerical data handling, and scientific visualization using Python for engineers.
Introduction to Machine Learning: Course Overview and Basics
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Introduces the course structure and fundamental concepts of machine learning, including supervised learning and linear regression.
Machine Learning Basics
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Introduces the basics of machine learning, covering supervised and unsupervised learning, linear regression, and data understanding.
Data Visualization: Techniques and Applications
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Explores data visualization techniques, design impact, and interactive applications for effective information communication.
Deep Learning: Data, Models, and Challenges
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Provides an overview of deep learning concepts, focusing on data, model architecture, and challenges in handling large datasets.
Introduction to NumPy and Matplotlib for Scientific Computing
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Introduces NumPy and Matplotlib, essential tools for scientific computing and data visualization in Python.
Advanced Pandas Functions
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Focuses on advanced pandas functions for data manipulation, exploration, and visualization with Python, emphasizing the importance of understanding and preparing data.
Data Preparation for Machine Learning: Categorical and Numerical Data
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Explores data preparation for machine learning, emphasizing categorical to numerical conversion and effective data visualization techniques.
Data Visualization: Techniques, Tools & Concepts
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Covers data visualization techniques, tools, and concepts for effective data representation.
NABEL Data Analysis
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Covers the NABEL Data Analysis Assignment, emphasizing data analysis skills and report formatting for air pollution concentrations and meteorology.
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