National Student Data Corps Video Library


National Student Data Corps Video Library

Check out these videos on data science topics based on IBM’s OpenDS4All curriculum and presented by Columbia University Master’s students.

Introduction to Data Science

With Yucen Wang

Introduction to Data Science – Part 1 (Yucen Wang)

Introduction to Data Science – Part 2 (Yucen Wang)

Data Acquisition and Wrangling

With Renyin Zhang

Data Acquisition and Wrangling – Part 1 (Renyin Zhang)

Data Acquisition and Wrangling – Part 2 (Renyin Zhang)

Data Acquisition and Wrangling – Part 3 (Renyin Zhang)

Supervised Machine Learning

with Tomislav Galjanic

Introduction (Tomislav Galjanic)

Random Forest (Tomislav Galjanic)

Introduction to Decision Trees (Tomislav Galjanic)

Python Code (Tomislav Galjanic)

Decision Trees (Tomislav Galjanic)

Introduction to Structured Query Language (SQL)

With Jingnan Qi

Introduction to Structured Query Language (SQL) – Part 1 (Jingnan Qi)

Introduction to Structured Query Language (SQL) – Part 4 (Jingnan Qi)

Introduction to Structured Query Language (SQL) – Part 2 (Jingnan Qi)

Introduction to Structured Query Language (SQL) – Part 5 (Jingnan Qi)

Introduction to Structured Query Language (SQL) – Part 3 (Jingnan Qi)

Data Science Use Cases

From the AI for Social Good Fall 2020 Symposium

Measuring and Visualizing Social Distancing Using Deep Learning and 3D Computer Vision (Bilal AbdulrahmanZhigang Zhu)

Robust Lock-Down Optimization for COVID-19 Policy Guidance

(Ankit Bhardwaj, Han-Ching Ou)

Asymptotic Cross-Entropy Weighting and Guided-Loss in Supervised Hierarchical Setting using Deep Attention Network

Health Care Misinformation: An artificial intelligence challenge for low-resource languages (Sarah Luger, Christopher M. Homan)

Clean Water: How the AI community can contribute to accessing water sources in developing countries

(Karthik Dusi)

A Two-Step Framework for Parkinson’s Disease Classification: using Multiple One-Way ANOVA on Speech Features and Decision Trees (Gaurang Prasad, Thilanka Munasinghe)

Socioeconomic and Geographic Variations that Impact the Spread of Malaria

(Thilanka Munasinghe)

Artificial Intelligence and Resource Allocation in Health Care: The Process-Outcome Divide in Perspectives on Moral Decision-Making (Sonia Jawaid Shaikh)