Supporting Sales Forecasting at Scale for Canada's Largest Grocery Store
Explore MLOps platform setup on Google's Vertex AI for sales forecasting at Canada's largest grocery chain. Learn to track ML lifecycle stages and expedite data science projects from exploration to production.
Building Production ML Monitoring from Scratch - Live Coding Session
Build a cloud-native ML monitoring stack using open-source tools. Create a live web dashboard to measure model drift, feature statistics, and performance metrics in production, with Python-based custom metrics integration.
How to Reduce ML Computing Costs: Building Efficient Multi-Cloud Infrastructure
Discover cost-effective ML infrastructure strategies, including hybrid cloud architectures, spot instances, and fractional GPUs. Learn to optimize computing costs by up to 83% across multiple environments.
MLOps for Personalized Reinforcement Learning in Mobile Gaming - Rovio's Approach
Explore Rovio's MLOps infrastructure for personalized reinforcement learning in mobile gaming. Learn how to leverage cloud services for individualized player experiences without traditional A/B testing.
The Critical Things You Have to Build to Transform Your Company to be ML Driven
Discover key components for transforming your company into an ML-driven organization. Learn strategies for overcoming challenges in the machine learning development lifecycle and deploying models effectively.
MLOps on Highly Sensitive Data - Enhancing Security and Compliance
Enhance security and compliance in MLOps for sensitive data using Kubernetes, blockchain tokenization, and confidential computing. Learn from a life sciences case study.
A GitOps Approach to Machine Learning in Production
Explore GitOps principles for ML in production. Learn to apply GitOps to deployment, onboarding, monitoring, and model lifecycle stages for enhanced traceability and productivity.
CyclOps: A Framework for Data Extraction, Model Evaluation and Drift Detection in Clinical Machine Learning
Explore CyclOps, a unified framework for healthcare ML, enabling data extraction, model evaluation, and drift detection in clinical settings. Streamline development of robust AI models.
Airflow: Where Data Engineers and ML Engineers Meet
Explore Apache Airflow's role in operational machine learning with a real-world demo and reference implementation of GenAI in production.
A Kafka Producer's Request: From Send() to Disk and Back
Explore the lifecycle of Kafka producer requests, from initial call to disk storage and back, enhancing your debugging and performance analysis skills for Apache Kafka.
Serialization - A New Hope: A Data-Oriented Approach
Explore a data-oriented approach to Java serialization, addressing modern requirements and leveraging recent language enhancements for safer, more flexible object externalization.
Introduction to Model Deployment with Ray Serve
Learn to deploy ML models using Ray Serve. Explore Ray Core APIs, create scalable architectures, and integrate with MLflow and FastAPI. Gain hands-on experience in distributed computing and model deployment.
Concept Maps Using C++23 Library Tech - Indirection to APIs for a Concept - Lecture
Explore concept maps in C++23, using inline variable templates to achieve benefits similar to C++0x Concepts. Learn advanced techniques for implementing flexible data structures with monoid-based tags.
The World Is Worth How Many APIs? A Thought Experiment
Explore a thought experiment on the number of APIs needed for versatile AI agents in physical environments, using wikiHow tutorials to induce and analyze a rich action space.
Using Multiple LLMs in Java with Spring AI
Integrate multiple LLMs in Java using Spring AI. Learn to configure and utilize OpenAI's GPT-4 and Anthropic's Claude 3.5 Sonnet in a single Spring Boot project.
First Look at Positron - Exploring Orca Encounters
Explore orca encounters using Positron, a next-generation data science IDE, in this hands-on demonstration of its capabilities and features.
Data and AI World Tour 2024 Bangkok - Deep Dive on Data Management, AI, and Industry Applications
Explore cutting-edge data and AI technologies, real-world applications, and industry insights from global experts. Gain knowledge on generative AI, data governance, and optimizing data intelligence for enterprise success.
Adapting Adam Ferriss' Churning Hue Cycle Shader in TouchDesigner
Adapt Adam Ferriss' "churning hue cycle" shader for TouchDesigner. Learn to modify GLSL code, add uniforms, and integrate Shadertoy shaders into TouchDesigner projects for dynamic visual effects.
How to Budget Your Indie Game's Promotion Campaign
Learn effective strategies for budgeting and maximizing your indie game's promotional campaign with limited resources. Gain insights on wise spending for impactful marketing.
Dagger Workshop: Hands-On Tutorial and Community Collaboration
Master Dagger for streamlined CI/CD workflows. Hands-on tutorial covers architecture, practical applications, and community collaboration. Transform software automation with this powerful cross-language scripting engine.
Best Practices and Success Strategies for Navigating Multicloud and AI - Oracle CloudWorld 2024
Explore proven strategies for optimizing multicloud environments and leveraging Oracle AI. Learn to enhance performance, scalability, and reliability while driving innovation and adhering to best practices.