Open Data Science Courses

MLOps for Musicians - Akira Shibata

Explore AI's impact on music with Dr. Shibata, covering democratization of data, AI audio plugins, and innovative sound synthesis techniques advancing AI usability in music creation.

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

Spark, Cloud, DBT, Data Warehouses Etc. - Navdeep Kaur

Explore current trends in Data Engineering, including the shift towards new data stacks, tech used by companies, reasons for change, and the transition to data warehouses and delta lakes.

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

Towards Reasoning Based Conversation Systems - Dr. Shailesh Kumar

Explore the evolution of conversation systems and reasoning-based approaches in chatbots. Learn about paradigm shifts, system levels, and AI-assisted diagnosis to advance chatbot sophistication.

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

Reliable Pipelines and High Quality Data Without the Toil - Kyle Kirwan

Explore data observability's power in enhancing pipeline quality, reducing maintenance toil, and optimizing performance. Learn key components: metrics, data, lineage, and alerts for effective data management.

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

Leveraging Data in Motion in a Cloud-First World - Jun Rao

Explore Apache Kafka's journey, its cloud-native potential, and real-world applications. Learn how Fortune 100 companies leverage this platform for data-in-motion, revolutionizing data engineering and analytics workflows.

• YouTube
• 26 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