Winter 2020: ChE141 General Information

Meeting Times/Location: Tuesdays & Thursdays 10:30a-Noon, BI 121
Course Information

Theme	Modules	Think Like a Data Scientist (Tue 10:30-11a)	Hot Topics in Data Science (Thu 10:30-11a)
Ensuring Processes Make Quality Product (Weeks 1-5)	1. Data Exploration & Cleaning 1a. Data Cleaning Checklist 2. Statistical Quality Control (SQC) 3. Statistical Process Control (SPC) 4. Six Sigma 5. Bayesian Univariate SPC 6. Multivariate SPC 7. Process State Identification 8. Early Fault Detection	Jan 7: Semiconductor Process (application for Weeks 1-5) Jan 9: Missing Data Jan 14: Metric for Operator Training Jan 16: Outliers Jan 21: NIR Equipment for SQC in Pharma Industry Jan 23: Replication Crisis Jan 28: False Alarm Reduction in Refineries Jan 30: Explainability Feb 4: Fermentation Processes and Multivariate Analysis Feb 6: Trolley Problems in Chemical Engineering
Estimating Molecular Interactions (Weeks 6-10)	1. Linear Solvation Energy Relationship (LSER) 2. Molecular Property Databases: LSER, v5 3. Regression #1: McGowan Volume 4. Regression #2: Hydrogen Bond Donating & Accepting 5. Regression #3: Polarity 6. Generating Novel Molecules 7. Manufacture & Test Sensors	Feb 11: Non-Specific Gas-Sorption Sensors (application for Weeks 6-10) Feb 13: Using Other People's Data Feb 18: Primer Melting Temperature Feb 20: Correlation vs. Causation Feb 25: Thermal & Electrical Conductivity of Metals Feb 27: Bias & Fairness Mar 3: PAH Bay Region & Cancer Mar 5: Communication & Binning Data Mar 10: Product Risk Assessment in Chemical Industry Mar 12: STUDY PERIOD