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Evolution of ML Monitoring: From Tabular Data to Large Language Models, VIANOPS Keeps Models Running at Peak Performance
Artificial Intelligence (AI) and machine learning (ML) have been buzzwords for the past decade, and rightly so. AI/ML models have the power to revolutionize industries by automating decision-making,streamlining processes, and improving productivity. However, as more...
Ensuring Fairness and Preventing Bias in Production: Calculating Fairness Metrics and Assessing Differences Between Sets
As machine learning models are increasingly used in applications such as hiring, lending, and...
Monitoring Prediction Drift for a Taxicab Fare Model
In this paper, we will explore how the VIANOPS platform helps data scientists monitor prediction drift...
A Comprehensive Machine Learning Operations Solution for Monitoring Drift in Credit Card Fraud Detection
In this paper, we describe a model agnostic, monitoring solution called VIANOPS that allows data...
Data Drift Monitoring in Demand Forecasting Model
If you have been working on training and deploying machine learning models for a while, you know...
Monitoring Data Drift in Image Data
If you have been working on training and deploying Machine Learning models for a while, you know...
As Organizations Look to Scale their ML Operations, the Need for a New Kind of ML Model Monitoring Solution Becomes Increasingly Apparent
By: Dr. Navin Budhiraja, Vianai Systems Chief Technology Officer & Head of VIANOPS Platform As more and more companies rely on machine learning models as core to their business processes, the need to monitor and manage the performance of these models becomes...
AI’s Reliability Problem, and the Human-Centered Solution
AI can synthesize and reproduce the combination of words it has seen before. It can provide helpful recommendations or predict the next word in a sentence.
AI Hype vs. Reality | Part One in Our Video Series, A Conversation About Human-Centered AI with Dr. Vishal Sikka
Where is AI today, and what is real vs what is hype? During the last 10 years, there have been many impressive advancements in AI, with the last six months bringing on a rapid acceleration in AI technologies. On the other hand there are significant issues...
A Conversation about Human-Centered AI
There’s never been a more important time to dive deep into the complexities of AI. In our new video series, "A Conversation about Human-Centered AI" with Vianai’s Founder & CEO, Dr. Vishal Sikka We explore important questions and challenges facing AI advancements,...
How We Harnessed Advanced AI to Solve Costly Supply Chain Issues
Lean Operations Lean operations have been the holy grail of manufacturing for decades with a variety of tools and processes applied over the years, such as Kanban, Poka Yoke, and Kaizen. Yet, often, the systems rely on many working behind the scenes racing to meet...
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