class AyushTiwari:

    def __init__(self):

        self.role = "Machine Learning Engineer"

        self.interests = [
            "Machine Learning",
            "Deep Learning",
            "Generative AI",
            "Large Language Models",
            "MLOps",
            "Computer Vision"
        ]

        self.currently_learning = [
            "Agentic AI",
            "Distributed Machine Learning",
            "Production ML Systems",
            "Advanced LLM Architectures"
        ]

        self.motto = "Build. Learn. Improve. Repeat."

    def mission(self):
        return "Transforming ideas into intelligent systems"

╭──────────────────────────────────────────────╮
│ Name      : Ayush Tiwari                     │
│ Role      : Machine Learning Engineer        │
│ Focus     : Generative AI                    │
│ Status    : Building & Learning              │
│ Runtime   : Continuous Improvement           │
│ Version   : v2.0                             │
╰──────────────────────────────────────────────╯

Building AI systems that don't just predict —

they reason, remember, collaborate, and evolve.

• Agentic AI
• Large Language Models
• Deep Learning
• Distributed Machine Learning
• Real-Time AI Systems
• MLOps & Production AI

• Building AI-powered applications and autonomous agents
• Developing production-grade Machine Learning systems
• Exploring LLMs and Generative AI workflows
• Contributing to open-source AI projects
• Creating scalable AI solutions for real-world problems

Personal AI Digital Twin capable of memory, reasoning, contextual assistance, and personalized interactions.

Tech Stack: Python • FastAPI • LLMs • Vector Databases

AI-powered civic intelligence platform for extracting actionable insights from public data.

Tech Stack: Python • NLP • Machine Learning

Automated intelligence gathering and analysis framework powered by modern AI pipelines.

Tech Stack: Python • Data Pipelines • LLMs

Developer analytics platform for tracking coding performance and growth.

Tech Stack: React • FastAPI • PostgreSQL

• Build production-grade AI systems
• Master LLM Engineering
• Contribute to impactful open-source projects
• Publish high-quality AI/ML projects
• Participate in Kaggle competitions
• Secure top AI/ML engineering opportunities

📧 Email: ayushtiwaridsai@gmail.com

🌐 Portfolio: https://regional-marmot.super.site/

💼 LinkedIn: https://linkedin.com/in/ayus-tiwari

🐙 GitHub: https://github.com/Ayushdevo

📊 Kaggle: https://www.kaggle.com/ayushtiwariiitg