Open Data Science Courses

Impact of Data Science on Social Media Data - Jyotika Singh

4 ratings

Explore how data science transforms social media data, revealing insights to optimize profits for high-revenue properties. Learn about AI model building, applications, failures, bias, and solutions.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

How to Set Up an ML Data Labeling Pipeline - Best Practices and Examples

4 ratings

Learn best practices for building ML data labeling pipelines through crowdsourcing. Explore real-life examples, requirements, and techniques for high-quality labeled data in supervised machine learning projects.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Vision Transformer and Its Applications

2 ratings

Explore vision transformers' architecture, self-attention in computer vision, and applications in recognition, segmentation, and multi-modal learning. Discover their potential for general-purpose model architectures.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Artificial Intelligence Safety and Security - Roman V. Yampolskiy, PhD

2 ratings

Explore AI's impact on cybersecurity, its potential risks and benefits, and strategies for ensuring AI safety and ethical development in this thought-provoking talk by Dr. Yampolskiy.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Building a Robust Data Pipeline with the DAG Stack - dbt, Airflow, and Great Expectations

1 rating

Learn to build robust data pipelines using dbt, Airflow, and Great Expectations. Discover how these tools complement each other to ensure data quality, perform transformations, and orchestrate workflows effectively.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Responsible Use of AI in Health Care

1 rating

Explore responsible AI use in healthcare, addressing challenges, identifying biases, and implementing ethical practices to enhance patient outcomes and promote health equity.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

The Hamiltonian Monte Carlo Revolution Is Open Source - Probabilistic Programming with PyMC3

1 rating

Explore Bayesian statistical computation and Hamiltonian Monte Carlo algorithms using PyMC3, an open-source probabilistic programming package. Learn to apply these advanced techniques to complex models in Python.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Deep Learning Survival Analysis for Consumer Credit Risk Modelling

1 rating

Explore deep learning survival analysis for precise credit risk prediction in consumer lending, combining traditional methods with advanced techniques for improved time-to-event forecasting.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Generative AI for Social Good - Applications and Ethical Considerations

Explore generative AI's impact on social good, from medical imaging to language support. Learn about ethical applications in diversity training, bias detection, and enhancing communication in underrepresented languages.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

All AI Models Are Not Created Equal: and That's a Good Thing

Explore AI model diversity, ecosystem competition, and optimization strategies for effective implementation across projects. Learn to select models based on price, speed, and quality.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

ML On-Device: Building Efficient Models

Explore on-device machine learning for efficient, privacy-preserving models on mobile and edge devices. Learn about real-time AI applications, model optimization, and deployment strategies.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Advanced RAG Scenarios: Building Your Own Database Agents - Developing AI Agents for Natural Language Database Interaction

Develop AI agents for natural language database interactions, enabling efficient data querying and analysis without advanced SQL knowledge.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Tabular Learning: Skrub and Foundation Models - Automating Data Wrangling

Explore tabular learning with skrub library, automating data wrangling and simplifying complex pipelines for efficient machine learning on organizational data.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Data Morph: A Cautionary Tale of Summary Statistics

Explore Data Morph, an open-source tool challenging summary statistics assumptions. Learn to uncover hidden truths in datasets through innovative visualization techniques and reshape your approach to data analysis.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Testing Positive Semidefiniteness and Eigenvalue Approximation - Optimal Algorithms and Novel Approaches

Explore optimal algorithms for testing positive semidefiniteness and eigenvalue approximation, featuring a novel random walk method and innovative techniques for matrix analysis and algorithm optimization.

• YouTube
• 48 minutes
• Self-Paced
• Free Video