🏆 I just took the DDS Builder Codex Pledge! I've committed to building my identity, continuous learning, shipping real projects, and uplifting the community. Certificate: https://decodingdatascience-dds-builder-codex.static.hf.space/#/verify/DDS-BC-2026-TB2OI5P8 #DDSBuilderCodex #DecodingDataScience #DataScience #BuildInPublic

The moment I committed to becoming a builder, not just a learner — everything changed. For years, I consumed knowledge endlessly — courses, frameworks, masterclasses, playbooks. Learning felt productive, but it wasn’t creating outcomes. The real shift happened when I stopped asking “What should I learn next?” and started asking “What can I build today?” That single mindset change transformed my pace, my clarity, and my confidence. Once I embraced building: I started shipping instead of polishing. I began documenting instead of overthinking. I moved from theory to execution — even when the first version wasn’t perfect. I learned faster because every build exposed real gaps and real strengths. And momentum followed. Every prototype led to a better one. Every experiment sharpened my thinking. Every shipped piece made the next step easier. Today, learning is still part of my journey — but it happens in service of building, not as a substitute for it. If you’re stuck in “learning mode,” flip the question. Don’t ask what to study. Ask what you can build. That’s where transformation begins. A big thank you to Decoding Data Science for creating a community where building is the default mindset — and where learners become creators. hashtag#DecodingDataScience hashtag#AgenticAI hashtag#AIChallenge hashtag#BuildInPublic hashtag#AIEngineering hashtag#ContinuousLearning hashtag#DigitalTransformation hashtag#DDSMasterclass

I’m excited to share that I’ve successfully completed Day 3 of the DDS AI Accelerator Bootcamp, marking the final milestone of my HR chatbot build: DDS_HR_MALPOTRA. Over the last three days, I designed and deployed an AI‑powered HR Policy Query Assistant using: - GPT6 Luna / GPT‑4o‑mini - LlamaIndex RAG pipeline - Pinecone vector database - Gradio interface - Hugging Face Spaces deployment What was achieved - End‑to‑end RAG pipeline setup - Pinecone integration for faster and more accurate retrieval - Complete Gradio UI for employee HR queries - Deployment on Hugging Face Spaces - Environment variable configuration and runtime stability - Tested HR queries with structured outputs Demo & Notebooks Hugging Face Space: https://huggingface.co/spaces/Adarshmalpotra/DDS_HR_MALPOTRA https://github.com/Adarshmalpotra/ADARSH-KUMAR-MALPOTRA/blob/main/bootcampsep26/day3-pineconellamaindex-sep27.ipynb My heartfelt thanks Mohammad Arshad Sir for the opportunity and the excellent learning experience.

Today’s DDS Masterclass was a reminder that AI mastery is not about tools — it’s about thinking. The session broke down complex ideas into actionable frameworks: - Structuring agentic systems - Designing robust evaluation pipelines - Building AI products that solve real business problems - Understanding how to scale from prototype to production As someone building MortgageAI for the DDS challenge, this session sharpened my approach and gave me a clearer blueprint for the next phase. Endorsement: If you’re serious about building practical, outcome-driven AI systems, the DDS ecosystem is one of the most disciplined and high-quality learning communities you can be part of. Their masterclasses consistently deliver clarity, structure, and real-world applicability — highly recommended for builders, analysts, and product leaders. #DecodingDataScience #DDSMasterclass #AIChallenge #AgenticAI #ArtificialIntelligence #MachineLearning #DataScienceCommunity #AIEngineering #BuildInPublic #TechInnovation #LearningInPublic #AIProductDevelopment #FintechAI #MortgageAI #DigitalTransformation

Excited to kick off the AI Accelerator Weekend Bootcamp – 7th Edition by Decoding Data Science. Looking forward to three days of hands‑on learning, practical AI skills, and building real applications using LLMs and modern AI tools. This is the beginning of a focused journey to deepen my capabilities in AI engineering, agentic workflows, and enterprise‑grade automation. Eager to learn, build, and grow with this amazing community. Thank you Decoding Data Science for creating such a powerful platform for practitioners and professionals. Let’s build something meaningful. #AI #AgenticAI #DecodingDataScience #Bootcamp #AIEngineering #BuildInPublic