Shownotes

DevOps Trio: Machine Learning Ops, Enterprise Security and Continuous Deployment

Talk 1. Continuous Delivery Automation -Shilpa Kallaganad 

In this talk, we will seek to understand what is being done in some top-tier DevOps organizations to ensure faster delivery. In particular, you will learn about automating the CD processes in different types of environments. Key takeaways include:

  • Understanding key factors that boost up Continuous Delivery
  • Analyze what is needed for Deployment automation
  • Automating CD examples

Talk 2. Vulnerability Management in Large Enterprises – Leela Padmaja

Software dependencies are part of a developer’s life and so are software vulnerabilities. While we have a very good set of tools and tool-chain to handle the dependencies, handling software vulnerabilities is often confusing and creates a lot of commotion when customers find vulnerabilities and you are blindsided

Talk 3. DevOps for Machine Learning – Arun Kumar

We will discuss the major challenges in the machine learning development lifecycle that encompasses Managing Artifacts, performing security assessment, orchestration, continuous delivery, deployment, and monitoring of the models.  What is MLOps?  How do we account for these new complexities to ensure our Machine Learning Models make it into production?  What considerations and approaches do you take when you are seeking to implement and integrate MLOps into your current DevOps environment?


Speakers

Arun Kumar G

Arun Kumar G

Solution Engineer | Data Scientist | AI Mento

Arun Kumar G is a Data Scientist, Software Developer, and Avid Learner. He is currently working as a Solution Engineer for JFrog. Trained as an engineer, he has unique 12+ years of experience in banking, e-commerce & cyber security domain with various roles catering the end to end lifecycle of a product. Arun loves encouraging diversity in tech and he has a passion for contributing back to the Community. Before JFrog he was working at McAfee and Oracle. Outside of work, Arun likes to spend time with his family, participate in cycling events, mentor data science enthusiasts, and track places for good food (Pre-Covid :)).

Leela Padmaja

Leela Padmaja

Leela Padmaja

Leela Padmaja is Senior Software Engineer with expertise in developing applications in Core Java and GoLang, and served on the internal Security Champions Team. Since joining JFrog, she has expanded her skill set to include expertise in Jenkins Framework Development and has developed plugins to meet the objective of continuous automation. Leela began her career as developer and manual tester working in multiple test frameworks, including Selenium and Fitnesse.

Shilpa Kallaganad

Shilpa Kallaganad

Shilpa is a Developer Support Engineer at JFrog She has extensive experience on setting up End to end pipelines. She works with different customers to assist them with implementing the JFrog platform in their environment. Keen on learning more about the latest architectures and CI/CD tools and Orchestration tools.