My Rough Notes 🔐
University of Minnesota Courses
Summer
- MSBA 6120 Introduction to Statistics for Data Scientists
- MSBA 6310 Programming and Application Development
- MSBA 6250 Analytics for a Competitive Advantage
- MSBA 6030 Financial Accounting
- MBA 6210 Marketing Management
- MSBA 6255 Fundamentals of Decision Analysis
Fall
- MSBA 6420 Predictive Analytics
- MSBA 6140 Exploratory Data Analysis and Visualization
- MSBA 6330 Harvesting Big Data
- MSBA 6355 Building and Managing Teams
- MSBA 6345 Project Management of Analytics Projects
- MSBA 6320 Data Management, Databases and Data Warehousing
Spring
- MSBA 6430 Advanced Issues in Business Analytics
- MSBA 6440 Data-Driven Experimentation and Measurement
- MSBA 6450 Modeling and Heuristics for Decision Making and Support
- MSBA 6510 Business Analytics Experiential Learning
Statistical Inference
- MSBA 6120 Introduction to Statistics for Data Scientists
- Estimation / Hypothesis Testing / Explanatory Modeling
- ML-Linear-Regression
Supervised ML
- Classification / Regression / Recommenders
- MSBA 6420 Predictive Analytics
- ML-Classification-Notes
- ML-Evaluation-Metrics
- ML-Linear-Regression
- ML-Generalized-Linear-Models
- ML-Generalized-Additive-Models
- Probability Distributions
- Loss Functions
Un-supervised ML
- Clustering / Association Rules / Topic Modeling / Anomaly Detection
- MSBA 6140 Exploratory Data Analysis and Visualization
Deep Learning
- Neural Networks and Deep Learning
- Improving Deep Neural Networks - Hyperparameter Tuning, Regularization and Optimization
- Structuring Machine Learning Projects
- Convolutional Neural Networks
- Sequence Models
Forecasting
- Time Series Analysis, Forecasting & Optimization
- MSBA 6430 Advanced Issues in Business Analytics
Modeling & Heurestics
- Social Networks / Bayesian Monte Carlo Simulations / Frequentist Monte Carlo Simulations
- MSBA 6450 Modeling and Heuristics for Decision Making and Support
Metrics & Controlled Experiments
- MSBA 6440 Data-Driven Experimentation and Measurement
- Trustworthy Online Controlled Experiments
- Metrics