Asmitha Rathis

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Articles

RAG vs. Fine-Tuning Models: What's the Right Approach?

Jun 28, 2024 | thenewstack.io | Asmitha Rathis |Jason Myers |Avitan Gefen |Janakiram MSV

RAG vs. Fine-Tuning Models: What's the Right Approach? sponsor-querypal,sponsored-post-contributed, In the rapidly evolving field of AI, two popular methods for enhancing the capabilities of language models are retrieval-augmented generation (RAG) and fine-tuning. Each approach has its strengths and applications, making it crucial to understand when to use one over the other.
Smooth Sailing for Kubeflow 1.9 Thanks to CNCF, Red Hat Support

Jun 21, 2024 | thenewstack.io | Joab Jackson |Asmitha Rathis |Jeffrey Hausman |Chris Preimesberger

Since last year, the open source MLOps platform Kubeflow has benefitted from a number of powerful new benefactors, including the Cloud Native Computing Community for open governance, and Red Hat, which has contributed considerable engineering help. And next month, users will begin to see the fruits of this support. Scheduled for release in July 8, the next version of Kubeflow will bring a much-requested model registry, based on Google’s ML Metadata library.
Infrastructure from Code Gives Ops Needed Freedom

May 29, 2024 | thenewstack.io | Rak Siva |Asmitha Rathis |Jeffrey Hausman |Chris Preimesberger

Infrastructure from Code (IfC) is gaining significant interest and sparking conversations among developers and DevOps professionals alike. As organizations strive for greater efficiency and automation in their deployment processes, the appeal of IfC lies in its promise to streamline infrastructure provisioning by automatically inferring the necessary resources from application code.
Minimize Developer Distractions With Enterprise Search

Apr 19, 2024 | thenewstack.io | Asmitha Rathis |David Cassel |Mary Branscombe |Amanda Kelly

Minimize Developer Distractions With Enterprise Searchsponsor-querypal,sponsored-post-contributed, Image from EtiAmmos on Shutterstock. VOXPOP Try our new 5 second poll. It's fast. And it's fun! Do You Update Kubernetes? Is your organization still using the original version of Kubernetes you started with? We’re running the latest version. We usually update, but we’re not running the latest version now. We use Kubernetes, but our vendor handles the versioning. We'd love to hear what you think.
5 Key Considerations for Chatbot Design

Apr 5, 2024 | thenewstack.io | Asmitha Rathis |Loraine Lawson |Liam Crilly |Cameron Carlin

I’ve been thinking about the challenge of finding information quickly. In a world overflowing with data, getting the right information at the right time can seem as daunting as finding a needle in a haystack. This is precisely where the magic of chatbots comes into play — they promise a more direct path to the information we need. But crafting a chatbot that genuinely makes life easier is far from simple.
Green Cloud Native Apps: Optimizing Kubernetes for Renewable Energy

Mar 20, 2024 | thenewstack.io | Graziano Casto |Asmitha Rathis |Rahul Pradhan |David Eastman

Over a year, the energy consumed by an average email inbox, which typically holds around 10,000 emails, is equivalent to driving a car for 212 meters. When this energy consumption is multiplied by global email usage, it generates carbon dioxide emissions equivalent to adding 7 million cars to the roads. The information and communication technology sector produces around 1.4% of overall global emissions. This equates to an estimated , making each one of us internet users responsible for about .
Prompt Ops

Jul 14, 2023 | promptops.com | Asmitha Rathis

by Asmitha Rathis, Machine Learning Engineer at PromptOpsPowering PromptOps with LLMs means this Slackbot does more than just consolidate and summarize data: it actively understands the context of your work to generate responses or recognize questions best fit for your needs. This enterprise search tool eliminates chaotic communication in your team and streamlines complicated workflows. But what exactly does that look like in the day-to-day?
What are tokens?

Jun 23, 2023 | cncf.io | Asmitha Rathis

Guest post originally published on Promptops’ blog by Asmitha RathisTokens are the smallest units of meaning in a language and are used by language models to understand the structure and meaning of a text. In Natural Language Processing (NLP), tokens are typically created by segmenting a sentence or a document into individual words or other meaningful units, such as phrases or named entities.