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Ankita Mungalpara
About Me
Experience
Education
Agentic AI
Understanding Model Context Protocol (MCP)
Managing Memory, Context, and State in an AI Agent
Multimodal Video Agent
Agentic AI with LangGraph
Sequential Workflow - Clinical BMI Assessment
Generative AI
Building CLIP From Scratch
Inside Qwen3: How Adaptive Thinking Redefines Large Language Models
Fine-Tune Mistral-7B Model with LoRA: Sentiment Classification
Fine-Tuning Mistral-7B with QLoRA for Financial Q&A
LLM From Scratch
Part 1: How LLMs Read Text: Tokenization, BPE, and Word Embeddings Explained
Part 2: Self Attention Explained without Trainable Weights
Part 3: Attention From Scratch: Self-Attention to Multi-Head Attention
Advanced RAG
Part 1: Advaned RAG with LumberChunker
Document Intelligence
Part-1: Document Understanding with PaperMage
Part-2: Document Understanding with DONUT
Part-3: Document Understanding with Nougat
Part-4: Document Understanding with GOT (General OCR Theory)
Part-5: Document Understanding with MinerU2.5
Generative AI with LangChain
LLMs and Chat Models - OpenAI
LLMs and Chat Models - Hugging Face
Conversational Prompting with OpenAI and Hugging Face
Prompting with Prompt Templates
Output Parsers
Advanced Operations
NLP with Hugging Face
Transformers Pipelines Introduction
Behind the Scenes - Transformers Pipelines
Transformers Models and Tokenizers
Handling Multiple Sequences
Processing Data
Fine-tuning Model with Trainer API
Training on GPU and Accelerators
Computer Vision
YOLOv5 Custom Object Detection
MLOps
Docker Compose and PyTorch Lightning
Hyperparameter Tuning and Experiment Tracking
Deployemnet with Gradio
Deployemnet with Litserve
Kubernetes Part 1: Ingress & FastAPI Model Deployment
All Blogs
Publication
Certification
Connect with me
Ankita on GitHub
Connect with Me
Feel free to reach out—I’d love to hear from you!
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