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sancharika/README.md

πŸ‘©β€πŸ’» Sancharika Debnath

A MACHINE LEARNING ENTHUSIAST!!


πŸ’» About Me

Hello! I'm Sancharika Debnath, a passionate Data Scientist with a knack for leveraging emerging technologies to create innovative solutions. My expertise spans data science, machine learning, back-end development, and generative AI, and I'm always eager to explore new challenges and opportunities.


πŸ’Ό Work Experience

AI ML Engineer | Giggr Technology

  • Developed an agile event system integrating facial recognition, object identification, and GPS with 87.4% accuracy.
  • Collaborated on Neo4j architecture for data mining, using REST API and GCP.
  • Delivered a custom public API for 1.3M+ Indian education institutes via Elasticsearch and web scraping.
  • Designed a Generative AI stack Bot boosting interaction by 90% using Dialogflow, Firebase, OpenAI, and GPT.

Back-end Developer | Leapon

  • Created a customized back-end and Django REST API for a website with 50+ advisors, focusing on feature optimization using CI/CD tools.

Data Science Intern | Maersk Global Service Centres

  • Developed an office seat pre-booking web app, boosting booking efficiency by 80%.
  • Enhanced analytical capabilities with clustering models and Gaussian Mixture for cost estimation.
  • Predicted container turn time and forecasted attachment-ratio using FLAML and Azure ML.

Data Science Winter Intern | HighRadius Corporation

  • Created a regression invoice prediction system with XGBoost, achieving 76.15% accuracy.

πŸ› οΈ Technical Skills

  • Programming Languages: Python, C++, R, Java, JavaScript
  • Technical Skills: NLP, Machine Learning, Deep Learning, Computer Vision, Data Analysis, Generative AI
  • Libraries: Pandas, NumPy, SkImage, TensorFlow, PyTorch, scikit-learn, Keras, OpenCV, NLTK, spaCy, Transformers
  • Tools: AWS, Azure, GCP, Neo4j, Cassandra, Pinecone, SQL, Tableau
  • Frameworks: Keras, TensorFlow, PyTorch, LangChain, Llama, Django, PySpark, GitHub, Databricks, Azure ML

Languages and Tools:

python cpp tensorflow Scikit-learn Visual Studio Code HTML5 JavaScript SQL MySQL MongoDB Git GitHub Terminal




πŸ“š Projects

  • Career Enchanter: Developed a Generative AI data pipeline for job hunting, including resume reviews, personalized recommendations, cover letter generation, and ATS score calculation using BERT Transformer and Large Language Models.
  • LLM IPO Analyzer: Built a Generative AI/ML model for detailed investment statistical analysis in startup IPOs using Llama, HuggingFace, and LangChain.
  • Furniture Classification: Developed a furniture classifier using deep learning models and Transfer Learning, achieving 83.16% accuracy with ResNet-50 on AWS SageMaker.

πŸ“‘ Publication


πŸŽ“ Education

Kalinga Institute Of Industrial Technology, Bhubaneswar, Orissa, India
Bachelor of Technology, Information Technology
CGPA: 8.83
(June 2019 - July 2023)


πŸ“« Let's Connect!

Feel free to reach out to me via LinkedIn, X or Email. You can also explore my projects and contributions on GitHub.

sancharika | Portfolio sancharika | Gmail sancharika | LinkedIn sancharika | Huggingface sancharika | Twitter


Thank you for visiting my profile! Let's build something amazing together. πŸš€πŸ‘©β€πŸŽ“


Sancharika's GitHub stats

github contribution grid snake animation

Pinned

  1. Hyperspectral-Image-Compression Hyperspectral-Image-Compression Public

    Hyperspectral Image Compression and Classification

    Jupyter Notebook 2 1

  2. CareerEnchanter CareerEnchanter Public

    An AI-powered job hunting companion revolutionizing career advancement through resume optimization, cover letter generation, interview preparation, and personalized job recommendations.

    Python

  3. Fine-Tuning-LLM Fine-Tuning-LLM Public

    Fine-tuning large language models using state-of-the-art techniques like LoRA and bitsandbytes for text generation tasks, enabling the models to produce coherent and contextually relevant text resp…

    Jupyter Notebook

  4. Operationalizing-Machine-Learning-on-SageMaker-Project Operationalizing-Machine-Learning-on-SageMaker-Project Public

    UDACITY AWS MACHINE LEARNING ENGINEER NANODEGREE Operationalizing Machine Learning on SageMaker

    Jupyter Notebook

  5. AI-Blogger AI-Blogger Public

    A tool for generating blog content through speech recognition or text input, employing Google's generative AI models and customizable parameters for tone, style, and language.

    Python

  6. Capstone-Project Capstone-Project Public

    AWS MACHINE LEARNING ENGINEER NANODEGREE Capstone - PROJECT

    HTML