Machine Learning in Healthcare - From Interpretability to Human-Machine Partnership
Exploring interpretable machine learning in healthcare, proposing a framework for developing models based on user needs, and discussing potential applications for understanding and empowering human decision-making.
Human-Friendly, Production-Ready Data Science Stack With Metaflow and Kubernetes
Explore a modern ML infrastructure stack using Metaflow and Kubernetes to boost data science productivity. Learn from Netflix's experience in building end-to-end machine learning workflows.
Fluent Bit V2.0 - Unifying Open Standards for Logs, Metrics and Traces
Explore Fluent Bit v2.0's unified approach to observability, integrating logs, metrics, and traces. Learn techniques, best practices, and production deployment tips for modern observability tools.
How GitLab.com Uses Long-Term Monitoring Data for Capacity Forecasting
Explore GitLab's Tamland tool for capacity planning, leveraging long-term monitoring data and predictive forecasting to anticipate and address potential issues in large-scale service operations.
Beyond Experimental - Spark on Kubernetes
Insights on leveraging open-source tech for Apache Spark on Kubernetes, addressing challenges in large-scale production environments and evolving ML data infrastructure in the cloud.
Applied Reinforcement Learning for Online Ads and Recommender Systems
Explore how Reinforcement Learning revolutionizes online advertising, from personalized content delivery to stochastic bandit algorithms, covering business impacts and technical challenges in real-world implementation.
GPU-Acceleration for Pandas, NetworkX, and Apache Spark MLlib - Accelerating Data Science Tools
Discover GPU-accelerated data science tools for pandas, NetworkX, and Apache Spark MLlib. Learn about RAPIDS cuDF, accelerated data processing, and optimizing machine learning pipelines for enhanced performance and accessibility.
Google Workspace Basics: Sheets, Docs, Slides, Forms, and Meet Tutorial
Comprehensive tutorial on Google Workspace apps: Sheets, Docs, Slides, Forms, and Meet. Learn essential features, collaboration tools, and productivity tips for seamless workflow and efficient project management.
An AI Tutor for Every Student - Revolutionizing Classroom Learning
Explore how AI can revolutionize classroom learning, providing personalized tutoring and support for every student to enhance educational outcomes and experiences.
Production Ready RAG - DevWorld 2024
Explore production-ready Retrieval-Augmented Generation (RAG) techniques for enhancing AI applications with Michel de Ru's expert insights from DevWorld 2024.
AI UK 2024 Preview - Data Science and AI Showcase
Explore highlights and insights from AI UK, the UK's national showcase of data science and AI, featuring interviews with leading experts and innovators in the field.
Boosting LLMs Performance with Retrieval-Augmented Generation
Enhance LLM performance with RAG: Incorporate external data into prompts, personalize for specialized domains, and keep information current through updatable knowledge libraries.
Streamlining Big Data Workflows with Memoization and Work Avoidance
Optimize big data and ML workflows using memoization and work avoidance techniques in Argo Workflows. Learn best practices to reduce runtime and compute costs for data processing and machine learning jobs.
Microsoft Power BI Desktop for Beginners - 4-Step Tutorial
Comprehensive tutorial guiding beginners through Power BI Desktop, from installation to publishing. Learn data import, transformation, integration, and visualization techniques to create insightful dashboards.
Data Science for Human Well-Being
Exploring how digital activity data can provide insights into physical and mental well-being, using computational methods to analyze behavior patterns and improve health outcomes globally.
Correlation vs. Causality - Unraveling the Relationship
Explore the crucial distinction between correlation and causation through real-world examples and philosophical insights, enhancing critical thinking skills for data interpretation and decision-making.
The Truth About AI: My AI Life - 2023 Christmas Lectures - Lecture 2
Professor Mike Wooldridge explores AI's pervasive role in daily life, revealing its hidden impact and potential. The lecture showcases real-world AI applications, from gaming to healthcare, offering insights into this transformative technology.
How to Use Excel - A 3-Hour Path to Confidence and Skills
Comprehensive Excel tutorial covering basics to advanced features. Learn formulas, data management, visualization, and analysis techniques to boost productivity and confidence in spreadsheet skills.
Topological Data Analysis on Dynamic Brain Networks
Explore topological data analysis for dynamic brain networks, learning to cluster networks into states and analyze temporal changes using Wasserstein distance. Gain insights into state space estimation and heritability of network changes.
Microsoft Access 2021 - Beginner to Advanced Tutorial Course
Comprehensive training on database creation, management, and advanced features in Microsoft Access 2021, covering interface customization, data import, relationships, and macros for efficient data handling.
Telling India's Story One Map at a Time
Explore how data visualization and storytelling can unveil India's diverse facets, as Ashris Choudhury shares his journey of creating impactful infographics and maps to engage audiences and communicate complex societal issues.