Data Analysis with Python 3 and Pandas
Learn Python data analysis using Pandas: visualization, grouping, correlation, dataset merging, and machine learning with Scikit-learn for practical data science skills.
Introduction to Probability and Statistics
This course is aimed at being a pre-term or a preparatory course for probability and statistics. It is very basic and introduces the students to the understanding of data and measuring associations. It also introduces the concepts of probability and dist…
Salesforce Admin Training
Master Salesforce administration: data modeling, UI customization, automation, security, and analytics for efficient CRM management and business process optimization.
Financial Accounting
This course discusses the basic concepts of financial accounting and reporting. The viewpoint is that of readers of financial reports rather than the accountants who prepare them.
Linear Regression Analysis and Forecasting
The accuracy of forecasting depends upon the goodness of obtained model. What are the steps and checks required to obtain a good model and in turn, how to do forecasting is being aimed to be taught in this course.
Sidney Redner on Statistics and Everyday Life
Explore everyday phenomena through statistical analysis, revealing hidden patterns in parking, elevators, and sports. Learn how complex systems research uncovers universal principles in daily life.
Fractal Conflicts & Swing Voters with Eddie Lee
Explore the fractal nature of armed conflicts, swing voters, and pivotal components in society through complex systems research, revealing hidden patterns and influential factors shaping human behavior.
Narrative in Five Centuries of Classical Music - Time's Arrow - Gustavo Martinez
Explore the evolution of classical music narratives across five centuries, analyzing structural complexity, temporal directionality, and the concept of irreversibility in musical compositions.
Conditional Degree Matrix in Musical Analysis - Miguel Fuentes
Explore the application of conditional degree matrices in musical analysis, focusing on complexity, universal features, and evolutionary perspectives across cultures.
A Statistical Physicist Looks at Some Complex Systems
Explore complex systems through statistical physics, examining random walks, lead changes in sports, and data analysis techniques for understanding dynamic processes.
Rational Ignorance - Optimal Learning from Complex Mechanistic Models
Explore optimal Bayesian learning from complex models, challenging traditional approaches and proposing a new method to maximize expected information while avoiding bias in multiparameter systems.
The Science of Pandemics - C4 Public Lecture
Explore global pandemics, influenza threats, and the role of mathematical modeling in disease surveillance and control through advanced computing techniques.
ECoG Dog's Dream - Electroencephalosophy and Critical Neurophysiology
Explores limitations of scalp EEG for mind reading, proposes ECoG as superior alternative, and discusses potential for groundbreaking advancements in neuroscience through implantable high-density wireless ECoG systems.
Validating Daily Social Media Macroscopes of Emotions
Explore how social media sentiment analysis can accurately measure daily emotional dynamics of online communities, validated through surveys and applied to COVID-19 impact studies.
Why "Self-Generated Learning" May Be More Radical and Consequential Than First Appears
Explore self-generated learning's radical impact on cognitive development through data-driven insights, experiments, and complex dynamic systems analysis with Linda Smith.
The Science of Success - What's Luck Got to Do with It?
Explore the interplay of skill and luck in shaping life outcomes. Learn to define, measure, and improve skill while managing luck, with examples from sports, entertainment, and business.
Science of Open Science - Large Scale Analysis of Team Performance in iGEM Competition
Explore team performance in iGEM competition through large-scale analysis, uncovering insights into open science practices and collaborative research dynamics.
More than You Know - Finding Financial Wisdom in Unconventional Places
Explore how diverse disciplines like sports, biology, and history can enhance decision-making skills, particularly in investing and personal growth.
Stylish Mathematics: Quantifying Artistic Style Through Computation
Explore the intersection of mathematics and art through computational analysis of style in literature, visual arts, and dance, with applications in authentication and quantification of artistic expression.
Practice Makes Perfect - Learning from Massive Data
Explore how computers learn from massive data to perform tasks like spelling correction and translation, rivaling human capabilities through example-based learning.
Big Data, Global Development, and Complex Systems
Explore how big data from everyday technologies can reveal human behavior patterns and societal trends, with applications in global development, health, and socioeconomic analysis.