Udacity / Data Analyst Nanodegree Program / 3. Practical Statistics / Lesson 16: Logistic Regression

Lesson 16: Logistic Regression

This is a list of Lecture video in Youtube.

Video: Introduction
https://www.youtube.com/watch?time_continue=5&v=P_f2RjjnPEg&feature=emb_logo

Video: Fitting Logistic Regression
https://www.youtube.com/watch?v=Dg0rBDQnIYg&feature=emb_logo

Video: Fitting Logistic Regression in Python
https://www.youtube.com/watch?time_continue=3&v=baQf-XiZQQ4&feature=emb_logo

Video: Interpreting Results - Part I
https://www.youtube.com/watch?time_continue=2&v=UPOxxbKu6CQ&feature=emb_logo

Video (ScreenCast): Interpret Results - Part II
https://www.youtube.com/watch?time_continue=1&v=IY88UTiJltQ&feature=emb_logo

Video: Model Diagnostics + Performance Metrics
https://www.youtube.com/watch?time_continue=1&v=XsYFAtzF6e4&feature=emb_logo

Confusion Matrices
https://www.youtube.com/watch?v=bgyN3RO2ICo&feature=emb_logo

Confusion Matrix Practice 1
https://www.youtube.com/watch?v=Nn_8kCRYn2k&feature=emb_logo

Confusion Matrix Practice 2
https://www.youtube.com/watch?v=XN1eS7boCNg&feature=emb_logo

Filling in a Confusion Matrix
https://www.youtube.com/watch?v=FwaYsmnlLM4&feature=emb_logo

Confusion Matrix: False Alarms
https://www.youtube.com/watch?v=611qWzIxGmU&feature=emb_logo

Confusion Matrix for Eigenfaces
https://www.youtube.com/watch?v=-VxKwVvrNY0&feature=emb_logo

How Many Schroeders
https://www.youtube.com/watch?v=jO81hfubpXY&feature=emb_logo

How Many Schroeder Predictions
https://www.youtube.com/watch?v=r8stm2et_hI&feature=emb_logo

Classifying Chavez Correctly 1
https://www.youtube.com/watch?v=0PFq8zoaNWU&feature=emb_logo

Classifying Chavez Correctly 2
https://www.youtube.com/watch?v=HWW9BNHnPo0&feature=emb_logo

Precision and Recall
https://www.youtube.com/watch?time_continue=3&v=3vT0kSBCLdU&feature=emb_logo

Powell Precision and Recall
https://www.youtube.com/watch?v=QWWq77k-K_0&feature=emb_logo

Bush Precision and Recall
https://www.youtube.com/watch?v=8fM13xqU2a8&feature=emb_logo

True Positives in Eigenfaces
https://www.youtube.com/watch?v=bgT8sWuV2lc&feature=emb_logo

False Positives in Eigenfaces
https://www.youtube.com/watch?v=0bEbJ33dUis&feature=emb_logo

False Negatives in Eigenfaces
https://www.youtube.com/watch?v=dyShKWpTo-c&feature=emb_logo

Practicing TP, FP, FN with Rumsfeld
https://www.youtube.com/watch?v=dBax3E1AC2s&feature=emb_logo

Equation for Precision
https://www.youtube.com/watch?v=CStZqZRe6Mk&feature=emb_logo

Equation for Recall
https://www.youtube.com/watch?v=2cUiqlbt-hc&feature=emb_logo

Screencast: Model Diagnostics in Python - Part I
https://www.youtube.com/watch?v=1Z4eorbfOOc&feature=emb_logo

Video: Final Thoughts On Shifting to Machine Learning
https://www.youtube.com/watch?v=YkZFjZ3Fx8A&feature=emb_logo

Video: Congratulations
https://www.youtube.com/watch?time_continue=1&v=Qy8VYdqoxGA&feature=emb_logo