FILENAME SIZE ~Get Your Files Here !/01 - Introduction/01 - Good data science customers ask critical questions.mp4 3.9 MB ~Get Your Files Here !/01 - Introduction/01 - Good data science customers ask critical questions.srt 1.4 KB ~Get Your Files Here !/01 - Introduction/02 - What you should know for this course.mp4 3.8 MB ~Get Your Files Here !/01 - Introduction/02 - What you should know for this course.srt 3.4 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/01 - Stages of data workflow.mp4 6.7 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/01 - Stages of data workflow.srt 5.3 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/02 - Data storage options.mp4 6.2 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/02 - Data storage options.srt 6.3 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/03 - Data sources.mp4 9.3 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/03 - Data sources.srt 6.8 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/04 - Ensuring data quality.mp4 4.3 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/04 - Ensuring data quality.srt 4.5 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/05 - Coding languages and repositories.mp4 7.4 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/05 - Coding languages and repositories.srt 6.8 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/06 - Data products.mp4 5.8 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/06 - Data products.srt 6.2 KB ~Get Your Files Here !/02 - 1. Tools of the Trade/07 - Data workflow exercise.mp4 1.8 MB ~Get Your Files Here !/02 - 1. Tools of the Trade/07 - Data workflow exercise.srt 1 KB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/01 - Data limitations.mp4 6.5 MB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/01 - Data limitations.srt 5.2 KB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/02 - Summary statistics.mp4 6.2 MB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/02 - Summary statistics.srt 6.5 KB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/03 - Correlations.mp4 4.6 MB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/03 - Correlations.srt 4.6 KB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/04 - Testing hypothesis Effect sizes and p-values.mp4 4.9 MB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/04 - Testing hypothesis Effect sizes and p-values.srt 4.5 KB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/05 - Common mistakes.mp4 4 MB ~Get Your Files Here !/03 - 2. Descriptive Statistics Foundations/05 - Common mistakes.srt 3.9 KB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/01 - Causality.mp4 4.7 MB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/01 - Causality.srt 4.1 KB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/02 - Benefits of randomization.mp4 5.8 MB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/02 - Benefits of randomization.srt 5.5 KB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/03 - What if you can't randomize.mp4 4.4 MB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/03 - What if you can't randomize.srt 4.5 KB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/04 - Spotting biases.mp4 4.5 MB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/04 - Spotting biases.srt 5.2 KB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/05 - Matching description to bias exercise.mp4 720.1 KB ~Get Your Files Here !/04 - 3. Making Good Decisions with Data/05 - Matching description to bias exercise.srt 310 B ~Get Your Files Here !/05 - 4. Customer Segmentation/01 - What projects involve unsupervised machine learning.mp4 5.9 MB ~Get Your Files Here !/05 - 4. Customer Segmentation/01 - What projects involve unsupervised machine learning.srt 3.5 KB ~Get Your Files Here !/05 - 4. Customer Segmentation/02 - Reducing dimensions.mp4 6.3 MB ~Get Your Files Here !/05 - 4. Customer Segmentation/02 - Reducing dimensions.srt 5.1 KB ~Get Your Files Here !/05 - 4. Customer Segmentation/03 - Clustering algorithms.mp4 4.8 MB ~Get Your Files Here !/05 - 4. Customer Segmentation/03 - Clustering algorithms.srt 5.1 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/01 - What projects involve predictive modeling.mp4 5.5 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/01 - What projects involve predictive modeling.srt 4.2 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/02 - Feature selection.mp4 4.5 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/02 - Feature selection.srt 4.5 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/03 - Model training and testing (data partitioning).mp4 8.9 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/03 - Model training and testing (data partitioning).srt 8 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/04 - Model tuning.mp4 4.2 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/04 - Model tuning.srt 3.2 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/05 - Measuring model performance.mp4 5.4 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/05 - Measuring model performance.srt 4.5 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/06 - Confusion matrix.mp4 6.3 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/06 - Confusion matrix.srt 6.3 KB ~Get Your Files Here !/06 - 5. Predictive Modeling/07 - Customer simulation exercise.mp4 1.5 MB ~Get Your Files Here !/06 - 5. Predictive Modeling/07 - Customer simulation exercise.srt 750 B ~Get Your Files Here !/07 - 6. Other Modeling Methods/01 - Natural language processing (NLP).mp4 12 MB ~Get Your Files Here !/07 - 6. Other Modeling Methods/01 - Natural language processing (NLP).srt 7.1 KB ~Get Your Files Here !/07 - 6. Other Modeling Methods/02 - Geospatial analysis.mp4 10.6 MB ~Get Your Files Here !/07 - 6. Other Modeling Methods/02 - Geospatial analysis.srt 5.5 KB ~Get Your Files Here !/07 - 6. Other Modeling Methods/03 - Computer vision.mp4 5.3 MB ~Get Your Files Here !/07 - 6. Other Modeling Methods/03 - Computer vision.srt 3.9 KB ~Get Your Files Here !/07 - 6. Other Modeling Methods/04 - Network analysis.mp4 9.4 MB ~Get Your Files Here !/07 - 6. Other Modeling Methods/04 - Network analysis.srt 6 KB ~Get Your Files Here !/07 - 6. Other Modeling Methods/05 - Large language models (LLM).mp4 5.7 MB ~Get Your Files Here !/07 - 6. Other Modeling Methods/05 - Large language models (LLM).srt 5.4 KB ~Get Your Files Here !/08 - 7. Ethics/01 - Data science code of ethics.mp4 4.2 MB ~Get Your Files Here !/08 - 7. Ethics/01 - Data science code of ethics.srt 3.9 KB ~Get Your Files Here !/08 - 7. Ethics/02 - Bias and fairness.mp4 6.1 MB ~Get Your Files Here !/08 - 7. Ethics/02 - Bias and fairness.srt 5.2 KB ~Get Your Files Here !/08 - 7. Ethics/03 - Data drift.mp4 6.1 MB ~Get Your Files Here !/08 - 7. Ethics/03 - Data drift.srt 4.8 KB ~Get Your Files Here !/08 - 7. Ethics/04 - Privacy and security.mp4 7.8 MB ~Get Your Files Here !/08 - 7. Ethics/04 - Privacy and security.srt 5.7 KB ~Get Your Files Here !/09 - Conclusion/01 - Next steps.mp4 5.1 MB ~Get Your Files Here !/09 - Conclusion/01 - Next steps.srt 2.5 KB ~Get Your Files Here !/Bonus Resources.txt 386 B