Anant Patankar

Senior AI Engineer | Making AI Accessible Without Breaking the Bank

Proving you don’t need deep pockets, just deep thinking, to build production-ready AI systems

About Me

Hi there! I’m Anant Patankar, a Senior AI Engineer who believes powerful AI shouldn’t require powerful wallets.

My journey into AI wasn’t exactly straightforward – it actually began in a crime lab! After getting my Master’s in Forensic Science, I spent my days analysing evidence and solving puzzles through data. But somewhere between examining fingerprints and writing lab reports, I fell in love with working with data itself.

That curiosity led me to AI, where I’ve now spent nearly five years exploring this exciting field. Today, I focus on the technologies that are changing how we use computers – from generative AI that creates new content, to machine learning systems that make decisions, all the way to MLOps that keeps these systems running smoothly. The best part? Taking these cutting-edge concepts out of research papers and actually putting them to work solving real business challenges.

What I Do

I work as a Senior AI Engineer in Bangalore. What really drives me is building AI that’s actually useful—something people can rely on, not just another demo. My focus? Making AI work smarter, not harder. Here’s what keeps me busy:

  • Generative AI:

    I design systems where AI doesn’t just spit out answers but understands context. Think RAG pipelines, LLMs that chat like humans, and multi-agent setups where AI models collaborate like a dream team.

  • MLOps:

    I turn awesome prototypes into production-ready systems – building scalable training pipelines, deploying models like a pro, and making sure they stay rock-solid when it really matters.

  • Computer Vision:

    I love teaching machines how to see the world – it’s where code meets curiosity. Whether it’s spotting objects in a split second or analyzing images, I build systems that actually work in the wild.

  • Optimization:

    Big, clunky AI models? Not my style. I specialize in making them lean and mean – so they run smoothly even on modest hardware. Great tech shouldn’t need a fortune to function.

I work with tools like PyTorch, TensorFlow, and cloud platforms (Azure AI, AWS), but my philosophy’s simple: Maximum impact, minimal fuss. Cutting costs, boosting performance, and proving you don’t need deep pockets – just deep thinking—to build AI that rocks.

Why This Blog?

Because AI shouldn’t feel like a locked door.

This blog exists for three simple (but big) reasons:

  1. For the community:

    I’ve been where you are—trying to learn AI without fancy gear or a bottomless budget. This is my way of tearing down the “you need expensive stuff to do great AI” myth. Expect guides, code, and real-talk advice that works on your laptop.

  2. For staying sharp:

    AI moves fast. Writing forces me to dig deeper into concepts, question assumptions, and keep up with the chaos. Think of this as my public notebook—we’re learning together.

  3. For getting things done:

    Less theory fluff, more “how does this actually work?” Every post here is all about creating something concrete, because honestly, AI isn’t some kind of magic. It’s really about using the right tools, making trade-offs, and a bit of experimentation.

Bottom line: If you’ve ever searched for an AI concept online and ended up more confused than when you started, then this blog is definitely for you.

My Teaching Philosophy: Learn by Doing

I’ve always believed that if you can’t build it, you don’t really get it. That’s why every post here is a mix of theory, hands-on code, and real-world pragmatism—no fluff, just stuff that works.

Here’s what you can expect:

  • No-black-box learning – I break down math and concepts into bite-sized, intuitive explanations. No advanced degree required.
  • Code you can actually run – No supercomputers needed. Just standard hardware you likely already have.
  • Practical over perfect – Focused on what works in the real world, not just academic perfection.
  • Budget-friendly AI – Clever tricks to achieve great results without maxing out your cloud credits.

This isn’t about passive learning – it’s about rolling up your sleeves and making things work. Because that’s where the real “aha!” moments happen.

Beyond the Technical Stuff

You know, when I’m not busy diving into transformer architectures or fine-tuning model performance, I really enjoy giving back through community development projects. For me, technology isn’t just about innovation; it’s about making a genuine difference in people’s lives. I try to bring this mindset into both my professional work and personal interests.

I’m also a big believer in continuous learning, especially in the field of AI. It evolves so quickly that what seemed groundbreaking last year can easily become standard practice the next day.

What You Can Expect Here

Ready to dive into the exciting world of AI and Machine Learning? 🤖✨

This blog is your ultimate guide – whether you’re just starting out or leveling up your skills. We’ll cover:

  • Math Basics Made Simple: No scary equations! We’ll break down linear algebra and probability like a friend explaining over chai ☕
  • Hands-on Coding: Build neural networks from scratch and deploy GenAI systems like a pro – real code, no fluff!
  • Industry Secrets: Learn from real battles – how AI actually works in Indian companies (yes, jugaad fixes! 😉)
  • Budget-Friendly AI: Make cutting-edge models run smoothly even on your laptop (no fancy GPU required!)
  • Career Hacks: Navigate India’s AI job boom with resume tips, portfolio tricks, and what hiring managers really look for

Beginner or expert – There’s something for everyone here! 🌶️ Let’s come together and grow in this AI revolution.

P.S. Comments welcome – let’s make this interactive! 🚀

Let’s geek out about AI together! 🤖✨

Whether you’re just beginning your AI journey or have been building models for years, I’d love to connect and share ideas. Let’s chat about:

  • The cool projects you’re currently working on or dream of starting
  • The latest breakthroughs in AI that have got you excited
  • Career advice or collaboration opportunities

Here’s how to reach me:

📧 Email: patankar.anant123@gmail.com (I promise quick replies!)

💼 LinkedIn: https://www.linkedin.com/in/anant-patankar/ (Let’s grow our professional network)

🌐 Website: https://anantpatankar.com/ (Check out my work and thoughts on AI)

No matter your background or where you’re from, if you’re passionate about AI, I’m sure we’ll have a lot to discuss! ☕🚀

P.S. Virtual coffee or tea meetups totally count as productive chats!

Let’s explore AI together!

AI and machine learning aren’t just the latest tech fads; they’re powerful solutions that can genuinely improve lives. Just think about it—whether it’s speeding up disease predictions, translating languages instantly, or helping small businesses thrive, these tools are addressing everyday challenges in ways we never thought possible. The real magic happens when we use them for meaningful impact rather than just for show. And the best part? The more people understand these technologies, the more we can leverage them to enhance life for everyone.

If you’re curious about how AI works, let’s dive in together! We can learn, experiment, and create something amazing as a team!