From Bash Scripts to Kubeflow and GitOps - Operationalizing ML at Scale
Explore the journey of operationalizing data science workloads at scale using Kubeflow and GitOps, from initial challenges to a standardized approach for ML experiments, API creation, and batch predictions delivery.
The Good, the Bad, and the Missing Parts of Kubeflow
Explore Kubeflow's strengths, weaknesses, and future developments as an MLOps platform based on user feedback and upcoming release plans.
Exploring Variational Functions - Calculus of Variations and Geometric Measure Theory
Dive into variational problems and bounded Hessian functions with Luigi Ambrosio. Explore the intersection of Calculus of Variations and Geometric Measure Theory, inspired by machine learning insights.
Super Reliable Cloud Native Data Processing Using Apache Spark and Cloud Shuffle Manager
Enhance Apache Spark's reliability on Kubernetes with Cloud Shuffle Manager, enabling fault tolerance and cost savings through Spot Instances while maintaining performance for large-scale data processing.
The Data Pipelines Behind Forest Carbon Credits - Why Pachama Uses Flyte to Orchestrate Workflows
Explore how Pachama uses Flyte to manage complex data and ML pipelines for transparent forest carbon credit computation, including workload management, configuration, and lessons learned.
OCI as a Standard for ML Artifact Storage and Retrieval
Explore how OCI's artifact distribution specification addresses ML asset management challenges, focusing on consistency, efficiency, provenance, and governance in Bloomberg's Data Science Platform.
Empowering Developers with Easy, Scalable Stream Processing on Kubernetes
Explore scalable stream processing on Kubernetes with Numaflow, an open-source framework enabling easy, cost-efficient data analytics for various engineering roles, powering large-scale operations at Intuit.
Fluent Bit v3 - Unified Layer for Logs, Metrics and Traces
Explore Fluent Bit v3's unified approach to logs, metrics, and traces. Learn integration with OpenTelemetry and Prometheus for enhanced observability in cloud-native environments.
Production-Ready AI Platform on Kubernetes
Explore best practices for building scalable AI/ML platforms using cloud-native technologies like Kubernetes, Kubeflow, and KServe. Learn to tackle challenges in MLOps and large model inference systems.
The Elephant in your Dataset: Addressing Bias in Machine Learning
Explore bias in machine learning, its societal impact, and strategies to mitigate it. Learn to create fair and ethical AI systems through hands-on examples and cutting-edge research.
Topological Data Analysis in Economic Context - Property Tax Maps
Exploring property tax patterns using topological data analysis to classify housing structures and regional demographics, offering new insights into community organization and economic indicators.
Microsoft Data Analysis Tools: Excel, Power Query, Power BI, Dataflow, DAX and M Code
Comprehensive tutorial on Microsoft data analysis tools, covering Excel, Power Query, Power BI, and more. Learn formulas, data modeling, and visualization techniques for effective data analysis.
Excel Full Course Tutorial - From Basics to Advanced (4+ Hours)
Comprehensive Excel tutorial covering basics to advanced features, including formulas, data analysis, pivot tables, charts, and VBA macros for improved productivity and data management skills.
PivotTables for Quick and Easy Reports - 34 Advanced Techniques
Master PivotTables with 34 advanced techniques for efficient data analysis and reporting. Learn to handle large datasets, create custom calculations, and generate insightful visualizations in Excel.
Accelerating Drug Discovery with AI - Insights from Isomorphic Labs
Explore AI's transformative role in drug discovery with Isomorphic Labs experts, discussing challenges, innovations, and future prospects in biotech and healthcare.
AI-Based Modeling of Electronic Health Records for Patients with Learning Disabilities
Explore AI-based modeling of electronic health records for individuals with learning disabilities, focusing on predicting hospital stays and analyzing long-term condition trajectories.
Highly Available Search Platform for Data Resilience and Compliance at Shopify
Explore Shopify's highly available search platform, leveraging Kafka for real-time indexing and Elasticsearch for efficient querying across global regions, ensuring data resilience and compliance.
The Data of Climate Crisis - Environment Forum with Sara Grossman
Explore the historical ties between meteorological science and state power, and their impact on climate crisis data today with environmental historian Sara J. Grossman.
Streamlining Data Preparation with Pydantic - A 25-Minute Guide
Explore Pydantic's power in data validation and cleaning for Python projects. Learn to ensure consistency, handle missing values, and streamline data preparation in just 25 minutes.
Exploring Data Wrangler in VS Code - Python Data Science
Discover Data Wrangler in VS Code: Efficiently explore, analyze, and clean Airbnb listings data. Learn to invoke and use this powerful tool for streamlined data preprocessing in Python notebooks.
Data Science: The Bear Necessities - Exploring Koala Data with Python and Pandas
Explore koala data using Python, Pandas, and Matplotlib to create informative visualizations and gain insights into protecting these endangered Australian icons.