Fundamentals of AI Engineering: Principles and Practical Applications

The world of AI engineering is moving incredibly fast. Every week brings new models, techniques, and breakthroughs. But beneath all that chaos, there are sophisticated patterns and architectural principles that remain consistent across implementations. I recently published a new LinkedIn Learning course: Fundamentals of AI Engineering: Principles and Practical Applications. Why This Course Matters After building mission-critical systems at companies like Palantir and Citadel, I’ve learned that the gap between AI research and production-ready systems is often wider than expected. This course bridges that gap by focusing on the engineering fundamentals that actually matter in production environments. ...

June 6, 2025 · 3 min · 604 words · Vinoo Ganesh

Databricks Delta Live Tables 101

Originally published on Sync Computing Databricks’ DLT offering showcases a substantial improvement in the data engineer lifecycle and workflow. By offering a pre-baked, and opinionated pipeline construction ecosystem, Databricks has finally started offering a holistic end-to-end data engineering experience from inside of its own product, which provides superior solutions for raw data workflow, live batching and a host of other benefits detailed below. Since its release in 2022, Databricks’ Delta Live Tables have quickly become a go-to end-to-end resource for data engineers looking to build opinionated ETL pipelines for streaming data and big data. The pipeline management framework is considered one of most valuable offerings on the databricks platform, and is used by over 1,000 companies including Shell and H&R block. ...

March 8, 2024 · 7 min · 1281 words · Vinoo Ganesh

Building Chatbots with Rasa

Tell us about your background Throughout my career, I have dedicated myself to creating tools, products, and technologies that help people effectively utilize their data. My passion lies in developing products that enable users to efficiently and scalably gain maximum value from their data. My journey in understanding the intricacies of data and its potential began at Palantir Technologies, where I began working on search and indexing products. As data volumes grew, I focused my efforts on solving some of Palantir customer’s core problems across the financial and defense verticals before leading customer focused compute teams. After Palantir, I served as CTO at Veraset, a cloud-based data-as-a-service company. Veraset delivered high-quality, large scale data to a number of enterprises and grew to 15M ARR before being acquired. Following this, I joined Citadel Investment Group as the Head of Business Engineering of Ashler. In that role, I managed crucial data operations, including overseeing data pipelines, investment platforms, data lakes, and the software and data engineering teams responsible for them. ...

February 9, 2024 · 5 min · 1027 words · Vinoo Ganesh

Rethinking Serverless: The Price of Convenience

Originally published on Sync Computing Serverless functions have had their 15 minutes of fame (and runtime). As is the case with many concepts in technology, the term Serverless is abusively vague. As such, discussing the idea of “serverless” usually invokes one of two feelings in developers. Either, it’s thought of as the catalyst for this potential incredible future, finally freeing developers from having to worry about resources or scaling concerns, or it’s thought of as the harbinger of yet another “we don’t need DevOps anymore” trend. ...

February 9, 2024 · 9 min · 1731 words · Vinoo Ganesh

Advance Your SQL Skills with dbt for Data Engineering

Managing SQL code at scale is one of the biggest challenges in data engineering. As data teams grow and pipelines become more complex, traditional approaches to SQL development quickly become unwieldy. This LinkedIn Learning course explores how dbt (data build tool) transforms the way we think about SQL development, bringing software engineering best practices to analytics engineering. Course Approach Real-World Problem Solving: Each chapter presents actual situations and challenges that data engineers face, with focused code examples showing practical solutions. ...

September 26, 2023 · 2 min · 391 words · Vinoo Ganesh