Health Data Analysis Courses

Real Analysis - Spring 2025

Master rigorous mathematical proof techniques while exploring real numbers, limits, convergence, series, continuity, metric spaces, differentiation, and Riemann integrals.

• YouTube
• 1 day 8 hours 56 minutes
• Self-Paced
• Free Video

Data Analysis for Social Scientists - Spring 2023

Master statistical methods and econometrics to analyze social, economic, and policy data using probability, regression, experiments, and R programming.

• YouTube
• 1 day 3 hours 55 minutes
• Self-Paced
• Free Video

Data Compression and Shannon's Noiseless Coding Theorem - Lecture 16

Explore data compression fundamentals, entropy concepts, and Shannon's noiseless coding theorem to understand optimal compression ratios for first-order sources.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Training Deep Neural Networks - Introduction to Keras/TensorFlow - Application to Tabular Data - Lecture 2

Master deep neural network training with Keras/TensorFlow through practical heart disease prediction modeling and tabular data applications.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Transfer Learning - Data - Lecture 19

Explore transfer learning techniques using generative models for data augmentation, domain adaptation, and advanced prompting methods in deep learning applications.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Convolutional Neural Networks - Architectures for Grid Data - Lecture 4

Explore convolutional neural networks and their effectiveness for grid-based data structures in this MIT deep learning lecture.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

Health Care III - Redistribution - Lecture 15

Explore Medicare policy and healthcare redistribution mechanisms in this advanced public finance lecture from MIT's comprehensive economics program.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Externalities in Practice II - Health Externalities and Smoking Consequences - Lecture 4

Explore health externalities through smoking's economic consequences and policy implications in public finance.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Health Care I - Lecture 13

Explore healthcare economics and policy as the largest government expenditure, examining public finance principles and policy implications in this MIT economics lecture.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Cost/Benefit Analysis - Lecture 6

Understand cost/benefit analysis fundamentals to evaluate public policy decisions by measuring benefits against costs for optimal resource allocation.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Health Care Policy and Government Expenditure - Lecture 14

Explore government healthcare expenditure analysis and policy implications in this advanced public finance lecture from MIT's economics program.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Stochastic Processes I (cont.) - Regression Analysis - Lecture 6

Explore martingales, Markov processes, and regression analysis in mathematical finance, covering random walks, stopping times, credit transitions, and estimation techniques.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Principal Component Analysis in Finance - Lecture 9

Discover how Principal Component Analysis transforms bond market modeling by identifying key yield curve factors for effective portfolio construction and risk management.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Time Series Analysis - Stationarity, Autocorrelation, and ARMA Models - Lecture 12

Explore stationarity, autocorrelation, and ARMA models for analyzing financial time series data with transformations like log returns to achieve stationarity.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Regression Analysis - Ordinary Least Squares Estimation and Statistical Properties - Lecture 8

Dive into advanced linear regression concepts including OLS estimation, Hat matrix projections, statistical inference with t- and F-tests, and model diagnostics for finance applications.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video