Open Data Science Courses

Do Large Language Models Have a Duty to Tell the Truth?

Explore the ethical implications of LLMs' "careless speech" and potential solutions. Gain insights on AI ethics, misinformation risks, and proposed legal duties for truthful AI responses.

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

Semi-Supervised Anomaly Detection System Through Ensemble Stacking Algorithm

Explore semi-supervised anomaly detection in retail using ensemble stacking. Learn innovative techniques for fraud prevention, combining deep and traditional models to identify unknown anomalies and enhance fraud detection.

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

LLMs in Data Analytics: Can They Match Human Precision?

Explore LLMs in data analytics with Gerard Kostin. Learn about DataGPT's tech stack, LLM capabilities, challenges, and integration with advanced algorithms for efficient data processing and interpretation.

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

Generative AI vs AGI - Strengths and Weaknesses of Large Language Models

Explore AI frontiers with Dr. Ben Goertzel, comparing LLMs to human intelligence and AGI. Learn about integrating LLMs with advanced tools for enhanced analytics and reasoning, and gain insights into AI's future potential and limitations.

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

Reasoning in Natural Language - Challenges and Innovations in Semantic Understanding

Explore semantics in natural language with Dr. Dan Roth. Learn about challenges in AI understanding, innovative approaches, and cutting-edge techniques in NLP and machine learning for semantic comprehension.

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

Using Data Science to Better Evaluate American Football Players

Explore how data science revolutionizes American football player evaluation, integrating advanced analytics, machine learning, and player tracking data to enhance strategies and redefine the sport's future.

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

Infuse Generative AI in Your Apps Using Azure OpenAI Service

Learn to integrate generative AI into apps using Azure OpenAI Service. Explore models like ChatGPT and Codex, and discover enterprise-grade features for next-gen AI applications.

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

Semantic Search: Revolutionizing Information Retrieval - Nils Reimers

Explore semantic search's power to enhance retrieval accuracy using pre-trained transformer networks. Learn how it overcomes lexical limitations and improves multilingual search efficiency across 100+ languages.

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

Measuring Interpretability in AI - Transforming Black Box Systems into Transparent Tools

Explore novel metrics for measuring AI interpretability in unsupervised and supervised methods, enhancing transparency in topic models and question-answering systems for broader applications.

• YouTube
• 41 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

Towards Explainable and Language-Agnostic LLMs

Innovative approach to creating explainable, language-agnostic LLMs by integrating symbolic representations with empirical power, addressing limitations in true language understanding and AI interpretability.

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

Resisting AI: Understanding Social and Political Dimensions of Artificial Intelligence

Explore the critical social and political implications of AI systems with Dr. McQuillan, examining how deep learning impacts society and discovering alternative approaches rooted in feminist and decolonial perspectives.

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

Leveraging Large Language Models for ETL, Analytics, and Modern Data Stack

Discover how Large Language Models revolutionize data workflows, from ETL processes to analytics automation, with practical insights on implementation challenges and production deployment strategies.

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

Building and Deploying LLM Applications with Apache Airflow

Master building scalable LLM applications with Apache Airflow through practical design patterns, real-world examples, and integration techniques for enterprise data and popular AI tools like GPT-4 and HuggingFace.

• YouTube
• 29 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