Document AI platform
Classification and information extraction on fine-tuned transformers, served with Django and FastAPI.
AI in simple terms
Khushal Jethava
Machine Learning Engineer
I build production Generative AI, NLP and computer vision systems from Ahmedabad, India, and I tell the story the way I learned it, through the wisdom of Shri Krishna.
- ॐThe first sound. Every story begins here.
- पाञ्चजन्यKrishna's conch, blown to open the battle at Kurukshetra (Gita 1.15).
- गाण्डीवArjuna draws the Gandiva, the divine bow given to him by Agni.
- मुरलीधरKrishna of Vrindavan, the flute-player crowned with a peacock feather.
- गीता उपदेशAs Arjuna's charioteer, beneath the Hanuman flag, Krishna speaks the Gita (Gita 1.20).
Chapter I · बांसुरी
Every great model begins by listening.
Krishna's flute is hollow. It makes music only when breath flows through it. A model is the same: nothing at all until data flows through it, shaped with care.
I'm a Machine Learning Engineer with 4+ years of designing and shipping production AI across document intelligence, computer vision and generative AI: Document AI with fine-tuned transformers, room transformation with ControlNet, car damage detection with Detectron2, and generative chatbots powered by LSTM and BART.
4+Years in AI/ML
6+Production AI systems
180+Technical articles
3Domains: CV · NLP · GenAI
Chapter II · मोरपंख
A thousand eyes, one vision.
Every eye on the peacock feather sees something different, yet it is one feather. My toolkit spans language, vision and generation, held together by one goal: AI that actually works in production.
- Python
- Generative AI
- LLMs & fine-tuning
- RAG systems
- LangChain
- AI agents
- NLP
- Transformers
- PyTorch
- Computer vision
- YOLO & OpenCV
- Detectron2
- Stable Diffusion & ControlNet
- FastAPI
- Django
- MLOps
Chapter III · सुदर्शन चक्र
Precision, in motion.
The Sudarshan Chakra never stops turning and never misses its mark. Each role I've held sharpened the aim.
AI Engineer · Codiste
Advanced GenAI: deepfake technology and image-to-avatar pipelines, LLM-powered applications, AI agents and production RAG systems.
Machine Learning Engineer · Maknon Private Ltd.
Image segmentation of floors, walls and objects; room transformations with ControlNet; backend APIs serving the models.
AI Engineer · SoluSoft Corporation
Document AI product on fine-tuned transformers (Django, FastAPI); barcode detection with YOLO and OpenCV; car damage detection with Detectron2; generative chatbots with LSTM and BART. Led the project team.
Chapter IV · विश्वरूप
The whole universe, inside one form.
On the battlefield, Arjuna saw everything that exists inside a single form. A neural network is a small echo of that idea: millions of parameters, one coherent mind. These are the minds I've built.
Room transformation
Interior segmentation plus high-quality generative redesigns driven by ControlNet.
Car damage detection
Automated vehicle damage assessment with Detectron2 and CNNs.
Barcode detection
High-throughput barcode detection in documents with YOLO and OpenCV.
Generative chatbots
Conversational AI with LSTM sentiment analysis and BART dialogue summarization.
Image-to-avatar GenAI
Generative pipelines for deepfake technology and image-to-avatar transformation.
Chapter V · कर्मयोग
The whole cosmos, resting in His palm.
कर्मण्येवाधिकारस्ते मा फलेषु कदाचन ।
“You have a right to your work, never to its fruits.” Bhagavad Gita 2.47
No planet chases applause. Each one keeps its own orbit and does its own work, and together they hold the universe in balance. That is karma yoga.
It's also how I treat the craft: do the work well, then give it away. 180+ free tutorials on AI, LLMs and Python, each with hands-on code you can run today.
Fix 'LLM API Error: An Error Occurred During Streaming'
What causes the 'LLM API error: an error occurred during streaming' message and how to fix it — timeouts, token limit...
Best Open Source LLMs for Coding and General Use in 2026
How to choose the best open source LLM in 2026 — the top model families for coding and general use, how to match size...
LLM API Pricing Compared: How to Find the Cheapest Provider
How LLM API pricing works and how to find the cheapest provider — the per-token model, hidden costs, and a Python cos...
Epilogue · कमल
Let's build something that blooms.
The lotus rises clean out of muddy water. Bring me the messy data and the hard problem. I'm open to Generative AI, LLM and computer vision work.