Open Data Science Courses

Secure LLM App Deployments - Strategies and Tactics

Discover strategies for enhancing LLM security using red-teaming techniques and Giskard's tools for automatic vulnerability detection in Generative AI applications.

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

Designing AI for Trust - Creating Value While Setting the Right Guardrails

Explore best practices for designing and deploying trusted AI solutions in critical sectors, focusing on human adoption, business alignment, risk management, and data curation challenges.

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

Applying Responsible AI with Open-Source Tools

Learn practical techniques for building safe, fair AI models using open-source tools. Tackle challenges in robustness, labeling errors, bias, and data leakage with hands-on examples for machine learning and NLP projects.

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

Mastering PrivateGPT - Tailoring GenAI for Unique Applications

Learn to customize PrivateGPT for unique AI applications using its API, Python SDK, and configuration options. Master context-aware AI development for personal, corporate, or commercial projects.

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

How to Reduce LLM Costs by 98% - Practical, Scalable Solutions

Discover advanced techniques to leverage LLMs cost-effectively. Learn strategies for using SLMs, LLM distillation, and prompt unit testing to overcome budget constraints while maintaining quality in GenAI projects.

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

Representation Learning on Graphs and Networks

Explore graph representation learning with Dr. Veličković, covering deep graph embeddings, CNNs on graphs, and neural message-passing. Discover applications in chemistry, routing, 3D-vision, and recommender systems.

• YouTube
• 26 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

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

Evolving Trends in Prompt Engineering for Large Language Models with Built-in Responsible AI Practices

Explore evolving trends in prompt engineering for LLMs, covering techniques, challenges, evaluation, responsible AI practices, and optimization for enhanced AI capabilities and ethical implementation.

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

Exploring the Generative AI Landscape: From Basics to Hands-on Applications

Comprehensive introduction to Generative AI, covering fundamentals, applications, and real-world impact. Includes hands-on demo and discussion of limitations, suitable for beginners and tech enthusiasts.

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

Large Language Models Are Not Necessarily Generative AI - Karin Verspoor, PhD

Explore the distinctions between Large Language Models and generative AI, understanding their architectures, applications, and specific challenges in natural language processing.

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

Enabling AI Transformation in Telecom - MLOps Infrastructure and AI Command Centre

Explore AI transformation in telecom: MLOps infrastructure, AI Command Centre, and data science strategies for customer satisfaction, business growth, and digital innovation.

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

Making Private Data Open and Enhancing Decision-Making Through Digital Atlases

Explore innovative approaches to data sharing, privacy preservation, and decision-making enhancement through digital atlases, focusing on the Australian Cancer Atlas and Bayesian statistical models.

• YouTube
• 28 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

Building a Data-Driven Workforce

Unlock data literacy and simple analytics to build a data-driven workforce. Learn to equip teams with essential skills, eliminate tedious requests, and leverage descriptive analytics for organizational success.

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