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Avishek2020/README.md

Hello, I'm AvishekπŸ‘‹

I'm a data scientist who is passionate about extracting insights from data, building models, and developing data-driven solutions. My work spans across machine learning, deep learning, natural language processing and data visualization. I enjoy contributing to open-source projects and collaborating with the data science community.


πŸ“Š Featured Projects

πŸ“ Project Name πŸ” Description πŸ› οΈ Tech Stack πŸ“Ž Links
 credit card Credit Card Fraud Detection A RandomForestClassifier model to predict credit card fraud using credit card data from Kaggle. Achieved 99% accuracy. Python, scikit-learn, Matplotlib, seaborn Repo
Fashion Data Classification Fashion Data Classification Developed a Convolutional Neural Network (CNN) using Conv2D layers to classify images from the Fashion MNIST dataset. The model accurately distinguishes between 10 categories of clothing and accessories by extracting spatial features from images. Optimized for performance, the network achieves high accuracy in identifying various fashion items. Python, Tensorflow, Keras, scikit-learn, Matplotlib, seaborn Repo
Chest X-ray Analysis Chest X-ray Analysis Performed analysis on chest X-ray data to detect abnormalities, leveraging advanced machine learning techniques. Visualized results using heatmaps and feature maps to highlight key areas of interest in the X-ray images. Python, Pandas, NumPy, Tensorflow, scikit-learn, Matplotlib, seaborn Repo
 text to speech Text to Speech Leveraged the pretrained Bark model to generate high-quality and natural-sounding speech from text inputs. The model was fine-tuned to handle various accents, tones, and languages, enabling robust text-to-speech synthesis across different domains. The approach includes optimizing the model for fast inference, ensuring high performance for real-time speech generation applications. Python, TensorFlow Repo
Hungarian Chickenpox Prediction Hungarian Chickenpox Prediction Developed a predictive model utilizing Bidirectional LSTM (Long Short-Term Memory) to forecast chickenpox cases in Hungary. The model was trained on a publicly available dataset sourced from the UCI Machine Learning Repository, Hungarian Chickenpox DatasetDataset reference: Hungarian Chickenpox Cases Python Repo
 Cover letter generator Cover letter generator Cover letter generator is used to generator a standard cover letter. Python Repo

πŸ› οΈ Skills & Tools

Programming Languages

Python R SQL PLSQL JAVA HTML CSS JavaScript PHP Unity

Libraries & Frameworks

NumPy Pandas scikit-learn spaCy NLTK TensorFlow PyTorch OpenCV Hugging Face Matplotlib Seaborn Keras PySpark AWS Rasa MLflow


πŸ“ Publications & Blogs

  • Theses 1: Text Professionalisation using BART Model.
  • Blog 1: Harnessing Machine Learning for Heart Attack Awareness: A Deep Dive with Visual Insights
  • Blog 2: Unleashing the Power of Voice: Exploring BARK’s Free Text to Speech & Voice Cloning Capabilities
  • Blog 3: Harnessing Machine Learning to Filter Emails: A Naive Bayes Approach
  • Blog 4: Harnessing the Power of AI: Revolutionising Cybersecurity in the Digital Age

🌐 How to Reach Me

LinkedIn Email Email


πŸš€ GitHub Stats & Progress

Avishek's GitHub Stats Top Languages

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  1. Hungarian-Chickenpox-Prediction Hungarian-Chickenpox-Prediction Public

    Hungarian Chickenpox Cases Prediction

    Jupyter Notebook 1

  2. BankNoteAuthentication BankNoteAuthentication Public

    BankNoteAuthentication

    Jupyter Notebook

  3. COVID19-Data-Analysis COVID19-Data-Analysis Public

    COVID19 Data Analysis Using Python

    Jupyter Notebook

  4. credit-card-fraud-detection credit-card-fraud-detection Public

    Credit Card Fraud Detection

    Jupyter Notebook

  5. ImageClassification ImageClassification Public

    Classification of Image using CNN

    Jupyter Notebook

  6. responsible-ai-use-cases responsible-ai-use-cases Public

    Responsible AI Use Cases