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aakritipp/README.md

Hi there! πŸ‘‹ I'm Aakriti

LinkedIn Email

πŸŽ“ Education

  • MS in Computer Science - Rochester Institute of Technology
  • BTech in Electronics and Communication - Manipal Institute of Technology

πŸ’» Technical Skills

Languages & Tools

Python C++ Java R MySQL PostgreSQL

Deep Learning & ML

PyTorch TensorFlow CUDA

Cloud & Big Data

AWS Azure Hadoop

MLOps & Tools

Docker Git MLflow

πŸš€ Featured Projects

Retrieval Augmented Based Fraud Classification

GitHub

  • Financial fraud detection through a retrieval-augmented classification framework
  • Used pre-trained SAINT encoder with custom retrieval
  • 2.209% improvement over SAINT on benchmark datasets
  • Tech Stack: Python, Deep Learning, SAINT Architecture, RAGs

LMSYS - Chatbot Arena Human Preference Predictions

GitHub

  • Preference prediction system for the LMSYS Chatbot Arena competition to predict human preference scores between pairs of LLM responses.
  • QLoRA with 4-bit quantization
  • Hybrid architecture with Gemma-2B and Llama-3B
  • Tech Stack: PyTorch, LLMs, QLoRA, GPU Computing

CNN Lenet-5 Implementation Using C++/CUDA

GitHub

  • Lenet5 implementation with custom CUDA kernels for convolution operations
  • 16x speedup in convolution operations
  • 95% accuracy on MNIST dataset
  • Tech Stack: C++, CUDA, CNN Architecture

Automated Code Comment Update System

GitHub

  • Automated code comment updates based on code changes
  • Hybrid architecture combining CUP with HebCUP
  • 10% accuracy improvement through sub-token classification
  • Tech Stack: NLP, Machine Learning, Python

Pinned Loading

  1. Lenet5 Lenet5 Public

    Forked from prajjwalmehta123/Lenet5

    High Performance C++ and CUDA based implementation for Lenet5 from Scratch

    Jupyter Notebook 1

  2. CUP-HebCUP-combined-Approach CUP-HebCUP-combined-Approach Public

    Python 1

  3. Julia2018Marlin Julia2018Marlin Public

    Forked from FracktalWorks/Julia2018Marlin

    Firmware for MKS for Julia 2018 series

    C

  4. LMSYS---Chatbot-Arena-Human-Preference-Predictions LMSYS---Chatbot-Arena-Human-Preference-Predictions Public

    Jupyter Notebook 1

  5. Query-Generation-Model Query-Generation-Model Public

    MATLAB

  6. Retrieval-Augmented-Fraud-Detection Retrieval-Augmented-Fraud-Detection Public

    Forked from somepago/saint

    The official PyTorch implementation of recent paper - SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training

    Python 3