Skip to content
View jaysinghr's full-sized avatar
Block or Report

Block or report jaysinghr

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 100 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this userโ€™s behavior. Learn more about reporting abuse.

Report abuse
jaysinghr/README.md

Hey there I'm Jay ๐Ÿ‘จโ€๐Ÿ’ป

A Machine Learning Engineer from India.

About Me

Hi there! I'm Jaydeepsinh Rajput, a Machine Learning Engineer with a drive to contribute to open-source projects. I'm currently working as a Data Science Developer 2 at Oracle.

  • ๐Ÿ”ญ Iโ€™m currently working as a Data Science Developer 2 at Oracle.
  • ๐ŸŒฑ Delving into Natural Language Processing, Generative AI and Distributed Training at Scale.
  • ๐Ÿ˜„ Pronouns: He/His/Him.
  • โšก Fun fact: I enjoy Exploring trails on my bike, conquering the pool laps, Always up for trying a new restaurant or exotic dish and Cheering on my favorite teams, playing for fun. Sometimes, Schooling myself on the nuances of stock trading and investment strategies.
  • ๐Ÿ“ซ How to reach me: Linkedin Badge

๐Ÿ“ƒ Resume

Skills

Programming Languages

๐Ÿ Python, C++ (Beginner)

Machine Learning & Deep Learning

๐Ÿค– Machine Learning, Natural Language Processing, Data Science, Deep Learning, Stable Diffusion, Language Modeling, Generative AI, Artificial Intelligence, Large Language Models, LLM-Finetuning

Machine Learning Frameworks & Libraries

๐Ÿ› ๏ธ PyTorch, Transformers, Datasets, Accelerate, Diffusers, PEFT, Tokenizer, Timm, Langchain, Fastai, TensorFlow, Keras, Scikit-Learn, SciPy, Matplotlib, Pandas, NumPy, CUDA

Cloud Platforms

โ˜๏ธ Oracle Cloud, Azure Cloud, AWS, Google Cloud, OpenStack

DevOps & CI/CD

๐Ÿš€ Microservices, Docker, Kubernetes, GitLab CI, Terraform

Web Development

๐ŸŒ Django, Flask, Streamlit, Gradio

Version Control & Collaboration

๐Ÿ”— Git, GitHub, GitLab, Confluence, Jira

Other

๐Ÿ› ๏ธ Postman, Rancher


Experience

Data Science Developer 2 ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Oracle
๐Ÿ“† Dates: October 2021 - Present
๐Ÿ“ Location: Bengalore, India

Achievements/Tasks:

  • ๐Ÿš€ Building a Data Science and Analytics platform offering a pre-configured multi-tenant environment to accelerate (by approximately 20%) Data Science, Machine Learning, Deep Learning, and Generative AI projects for Oracle Teams and their clients using Oracle Cloud services.
  • ๐Ÿ”— Integrated OCI (Oracle Cloud Infrastructure) services such as OCI Data Science, Generative AI, Generative AI Agents, and Digital Assistants with our Data Science and Analytics platform.
  • ๐ŸŽฏ Maintaining Gitlab, custom Python Package PyPi registry and Conda environments for diverse Machine Learning tasks.

Systems Engineer ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services
๐Ÿ“† Dates: July 2017 - October 2021
๐Ÿ“ Location: Hyderabad, India

Achievements/Tasks:

  • โณ Decreased data annotation time by approximately 50% by introducing a tool for annotating data for NLP/NLU tasks, specially for Named Entity Recognition tasks.
  • ๐ŸŽฏ Acquired a customer by building a Proof of Concept (PoC) for Anomaly Detection from images using a deep learning model with 92% accuracy.
  • ๐Ÿš€ Built vehicle detector and tracker using YOLO for Automated Parking Allocation System.

๐Ÿ“š Education ๐Ÿ’ก

๐Ÿ“– Master of Computer Application
๐Ÿ“† 2015 - 2019
๐Ÿ“ Gujarat Technological University - Ahmedabad, India


Projects

Oracle Cloud - RAG Application based on LLAMA 2 ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Oracle

  • Developed a Proof of Concept (PoC) for a Retrieval Augmented Generation (RAG) application using Oracle Cloud user guide, incorporating Hugging Face pipeline and FAISS database to store embedding vectors.
  • Integrated Langchain for chat functionality to enhance the RAG application's capabilities.
  • Utilized LLAMA 2 framework to build and optimize the Oracle Cloud-based RAG application for efficient performance.

minimalai - A Flexible Deep Learning Framework ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Personal Project - minimalai

  • Developed 'MinimalAI', a custom Deep Learning framework using Python, from scratch, enabling flexible adaptation for various use cases.
  • Developed comprehensive notebooks encompassing diverse subjects, exercises, and practical applications following Jeremy Howard's Deep Learning Foundations to Stable Diffusion course.

NLP/NLU based Search Engine/Chatbot ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services

  • Developed a Named Entity Recogniser (NER) and Relation Extractor (RE) model achieving an accuracy rate of approximately 81% for Nokia's technical documents to enhance information retrieval.
  • Developed a table parser utilizing Python to extract Named Entities and Relations from document tables, achieving a remarkable accuracy rate of approximately 92%.
  • Automated Openstack cloud VM backup & restore and MongoDB dump process, reducing manual backup time by 70%.

Vehicle Detection and Counting ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services

  • Developed and implemented a vehicle detection system utilizing the YOLO algorithm within the Darknet architecture, achieving an accuracy of approximately 84%.
  • Integrated tracking and counting functionality for vehicles by utilizing Dlib and OpenCV libraries.

Circuit Anomaly Detection using Custom CNN ๐Ÿš€

๐Ÿ‘จโ€๐Ÿ’ป Company: Tata Consultancy Services

  • Developed a custom Convolutional Neural Network (CNN) architecture tailored to the specific characteristics of circuit images, achieving a high accuracy of approximately 96%.
  • Utilized Python and Keras to preprocess circuit images and train the CNN model for anomaly detection.

๐ŸŽ“ Courses & Certificates ๐Ÿ†

๐Ÿš€ Create an intelligent document processing solution with Azure AI Document Intelligence (Microsoft, 2023)
๐Ÿ‘๏ธ Build an Azure AI Vision solution (Microsoft, 2023)
๐Ÿ“š Build a natural language processing solution with Azure AI Language (Microsoft, 2023)
๐ŸŒ Finetuning Large Language Models (DeepLearning.AI, 2023)
๐Ÿ” How Diffusion Models Work (Deep Learning.AI, 2023)
๐Ÿ’ก Deep Learning Foundations to Stable Diffusion (Fast AI, 2023)
๐Ÿค– Practical Deep Learning for Coders Part 1 (Fast AI, 2023)
๐ŸŒฉ๏ธ Oracle Cloud Data Science Professional (Oracle Cloud, 2022)
๐Ÿ”ฎ Oracle Cloud Foundations (Oracle Cloud, 2021)
๐Ÿ› ๏ธ Applied Machine Learning Course (Applied AI Course, 2019-2020)
๐Ÿง  Turing Machine - Digital Machine Learning Engineer (Tata Consultancy Services, 2018)


๐Ÿ“ซ Get in Touch

๐Ÿ“ง Email: jrajput262@gmail.com
๐Ÿ’ผ LinkedIn: jaydeepsinh-rajput


Jayโ€™s github stats

Top Langs

Pinned Loading

  1. Machine_Learning Machine_Learning Public

    This is a combination of custom implemented Machine Learning algos and Case Studies.

    Jupyter Notebook

  2. Deep_Learning Deep_Learning Public

    This is a combination of custom implemented Deep Learning algos and Case Studies.

    Jupyter Notebook 1

  3. DL-to-Diffusion DL-to-Diffusion Public

    Deep Learning Foundations to Stable Diffusion

    Jupyter Notebook

  4. Language_Modelling Language_Modelling Public

    This repository is dedicated to showcasing state-of-the-art Retrieval Augmented Generation (RAG) pipelines, fine-tuning techniques for language models.

    Jupyter Notebook

  5. hand_face_detection hand_face_detection Public

    PowerShell

  6. DataStructures-Algorithm DataStructures-Algorithm Public

    C++