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In order to increase students' awareness for and comfort with mathematical modeling of biological processes, and increase their understanding of diffusion, the following lab was developed for use in 100-level, majors/non-majors biology and neuroscience courses. The activity begins with generation of a data set that uses coin-flips to replicate movement of dye molecules at an interface of a permeable gel. The class results are then collapsed into a single data set that is used to predict the movement of real dye molecules over time, which are then measured by students in a "wet-lab" activity.

Welcome to Imarticus Learning! In this video, we dive into Logistic Regression , a foundational classification algorithm in machine learning that plays a vital role in both binary and multi-class predictions. As part of the best machine learning course offerings, this session explores what Logistic Regression is, how it differs from Linear Regression, and its critical applications in real-world decision-making. Whether you're a beginner or a data enthusiast, this video simplifies core concepts to help you effectively apply logistic regression models. You’ll learn about the mathematical intuition behind Logistic Regression, key differences between Logistic and Linear Regression, and how the sigmoid function helps convert probabilities into predictions. We’ll also cover essential evaluation metrics such as Accuracy, Precision, Recall, F1-Score, and ROC-AUC. Timestamps are included for easy navigation through topics like the Logistic Regression equation and its various types. Learning with Imarticus offers numerous benefits, including expert guidance from seasoned professionals, flexible and structured learning options, access to mock tests, expert mentorship, and comprehensive study materials—all geared towards driving your career success. The Postgraduate Program in Data Science and Analytics (PGA) by Imarticus is a 6-month course tailored for graduates and professionals with less than three years of experience. As part of the best machine learning course suite, it ensures 100% job assurance through 2,000+ hiring partners, 300+ learning hours, 25+ hands-on projects, and training in tools like Python, Power BI, and Tableau. With a highest salary of 22.5 LPA and average salary hikes of 52%, this course is a gateway to success in data science and analytics. Explore additional learning with recommended books like An Introduction to Statistical Learning , Logistic Regression Using R , and Hands-On Machine Learning with Scikit-Learn & TensorFlow . For real-world context, we also suggest watching Moneyball , The Great Hack , and Coded Bias —films that illustrate the power and ethical implications of data-driven decisions and classification systems. Transform your career from Data to AI with the best machine learning course at Imarticus Learning.