Mastering Computational Thinking
Intro to Computational Thinking Data Science | Experimental Data | Model Predictions and Overfitting
Mastering Computational Thinking
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Introduction to Computational Thinking and Data Science | Optimization | 0-1 Knapsack Problem
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Optimization | 0-1 Knapsack Problem
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Optimization | Greedy Algorithms
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Decision Trees | Brute Force Algorithms
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Decision Trees | Recursive Fibonacci
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Decision Trees | Dynamic Programming
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Graph Problems | Graphs
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Graph Problems | Graph Class
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Graph Problems | Finding the Shortest Path
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Stochastic Thinking | Stochastic Processes
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Stochastic Thinking | Probabilities
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Stochastic Thinking | Random Walks
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Random Walks | Location Field and Drunk
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Random Walks | Simulating a Walk
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Inferential Statistics | Variation in Data
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Inferential Statistics | Distributions
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Monte Carlo Simulations | Central Limit Theorem
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Monte Carlo Simulations | Simulation to Find Pi
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Sampling and Standard Error | Data Sampling
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Sampling and Standard Error | Sample Sizes
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Sampling and Standard Error | Standard Error
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Independent Random Samples
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Experimental Data | Fitting a Model to Data
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Experimental Data | Goodness of Fit
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Experimental Data | Fits for Datasets
Video - 11:30 mins
Intro to Computational Thinking Data Science | Experimental Data | Model Predictions and Overfitting
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Experimental Data | Cross Validation
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Machine Learning | What is Machine Learning
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Machine Learning | K Nearest Neighbors
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Machine Learning | Clustering
Video - 11:30 mins
Intro to Comp Thinking and Data Science | Statistical Fallacies | Lies Damned Lies and Statistics
Video - 11:30 mins
Introduction to Computational Thinking and Data Science | Statistical Fallacies | Texas Sharpshooter
Video - 11:30 mins
Intro to Computational Thinking and Data Science | Statistical Fallacies | Correlation and Causation
Video - 11:30 mins
Final Exam - Mastering Computational Thinking
Quiz
Final Exam - Mastering Computational Thinking
Quiz
Final Exam - Mastering Computational Thinking
Quiz
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Course Info
Understand the balance between model predictions and the risk of overfitting in data analysis.
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