Open Data Science Courses

Impact of Data Science on Social Media Data - Jyotika Singh

4 ratings

Explores how data science powers social media features and AI models, with examples of model failures, bias, and approaches to overcoming bias.

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

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

4 ratings

Learn to build scalable, quality-controlled machine-learning data-labeling pipelines through crowdsourcing, worker training, validation, and automation.

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

Vision Transformer and Its Applications

2 ratings

A block-by-block explanation of Vision Transformer architecture, self-attention, and applications in recognition, segmentation, and multimodal learning.

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

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

2 ratings

Explores how advanced AI could create new safety and security risks, from deepfakes and cyberattacks to uncontrolled superintelligence.

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

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

1 rating

Combine dbt, Apache Airflow, and Great Expectations to transform, validate, test, and orchestrate a robust data pipeline.

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

Responsible Use of AI in Health Care

1 rating

Guidance for using AI in health care responsibly, with practical frameworks for identifying bias, assessing fairness, and protecting equity in algorithmic decision-making.

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

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

1 rating

Learn how PyMC3 makes Hamiltonian Monte Carlo and Bayesian inference accessible through open-source probabilistic programming in Python.

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

Deep Learning Survival Analysis for Consumer Credit Risk Modelling

1 rating

Explore deep learning survival models for time-to-event prediction, censoring, and competing hazards in consumer credit risk modelling.

• YouTube
• 31 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

Reinforcement Learning with Human Feedback

Explore how human feedback enhances AI models, improving text generation and responsiveness. Learn RLHF techniques for fine-tuning large language models with Luis Serrano, PhD.

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

Introduction to Federated Learning with Flower - A Hands-on Tutorial

Explore federated learning with Flower framework. Learn AI training across devices, enhancing privacy without centralizing data. Includes hands-on tutorial and insights into reshaping AI while protecting sensitive information.

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

Beyond Interpretability: An Interdisciplinary Approach to Communicate Machine Learning Outcomes

Explore an interdisciplinary approach to Explainable AI, moving beyond technical interpretations to enhance AI interpretability through socio-technical perspectives and academic-industry collaboration.

• YouTube
• 28 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

Building Multimodal Question-Answering (RAG) System with Gemini

Leverage Gemini's 2M context window and multimodal input to build a financial analysis Q&A system. Explore Vertex Gemini API, text-embeddings, and cross-modal reasoning capabilities.

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