Open Data Science Courses

Scientific Discovery and Unsupervised Disentanglement - Yair Weiss, PhD

Explore scientific discovery and unsupervised disentanglement with Prof. Yair Weiss. Learn about ML for scientific discovery, deep generative models, and new possibility theorems in this insightful talk on machine learning advancements.

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

Human-Friendly, Production-Ready Data Science with Metaflow - Ville Tuulos

Discover Metaflow, an open-source framework revolutionizing ML workflow creation and deployment. Learn how it empowers data scientists to build and deploy critical ML projects across industries with ease and efficiency.

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

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

Explore five ways AI can leverage graph embeddings to extract insights from connected data, enhancing machine learning algorithms and unlocking hidden patterns in complex relationships.

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

Assessing Data Quality - The 3 Facets of Data Fitness

Explore the three facets of data "fitness" with Susan McGregor. Learn to assess validity, reliability, and representativeness to ensure your data is fit for purpose and unlock its true potential.

• YouTube
• 32 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

Data Science Against COVID-19 - Nuria Oliver, PhD

Explore how data science combats COVID-19 through mobility models, epidemiological predictions, and large-scale surveys. Learn key technical skills and insights from Dr. Nuria Oliver's multidisciplinary team of volunteer scientists.

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

Using Generative AI to Better Understand B2B Audiences: From Topic Modeling to Text Classification

Unlock the potential of Generative AI and ML for B2B audience understanding. Explore innovative techniques in topic modeling and text classification using LLMs to enhance marketing strategies and data-driven decision-making.

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

Gender Bias in Machine Learning

Explore gender bias in machine learning with Shalvi Mahajan. Uncover AI's role in amplifying biases, real-world challenges, and evolving techniques to address them in product design and services across genders.

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

Framework and Lessons Learned from Building a Generative AI Application - Jason Tan

Discover insights on building Generative AI applications, exploring frameworks, lessons learned, and the advantages of embedded AI for innovative solutions and business integration.

• YouTube
• 24 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