Open Data Science Courses

Text and Code Embeddings: Applications and Advancements - Lecture

Explore embeddings in text and code with Dr. Neelakantan. Learn how these numerical representations revolutionize NLP tasks, outperform top models, and enhance semantic search and classification.

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

From BI to AI - Lakehouse Is the Modern Data Architecture - Vini Jaiswal

Explore how the lakehouse combines data lakes and data warehouses in a unified architecture for modern data workloads.

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

Flawed Machine Learning Security - Alejandro Saucedo

Explore security risks across the machine learning lifecycle, from deployed MLOps infrastructure to the OWASP Top 10 for machine learning.

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

Vector Search - A Gentle Introduction - Zain Hasan

See how semantic vectors turn keyword search into vector search, with an introduction to production concerns and interacting with a Weaviate database.

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

Graph Embeddings - Ways Your AI Can Learn From Your Connected Data - Nicolas Rouyer

See how graph embeddings turn relationships in connected data into signals that machine learning and AI can use.

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

Responsible AI in Practice - Building Ethical Machine Learning Systems

Explore best practices and open-source tools for implementing Responsible AI, ensuring ethical standards in machine learning applications across industries. Learn to align AI development with human-centric principles.

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

Getting in the Weeds with Time-Series Databases for AI

Explore integrating time-series databases and tools like InfluxDB 3.0 and Bytewax to develop AI-driven applications for effective real-time data capture and management.

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

Accelerating Financial Processing and Reporting with Pre-Trained and Custom ML Models

Innovative approach using pre-trained and custom ML models to enhance financial data processing and reporting, streamlining workflows and improving efficiency in generating insights for the finance industry.

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

Infusing Generative AI in Applications Using Azure OpenAI Service

Learn to integrate generative AI into applications using Azure OpenAI Service. Explore advanced models, enterprise features, and responsible AI practices for improved efficiency and innovation.

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

Secrets of Successful AI Projects - Strategies and Pitfalls

Unveiling AI project success: from concept to implementation. Learn key elements, strengths, limitations, and adoption stages. Gain insights on team organization and future trends for effective AI integration.

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

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