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ELHALOSE/README.md

Hi πŸ‘‹, I'm Moemn Elhalose

Artificial Intelligence Developer

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🌐 Connect with me:

LinkedIn Kaggle


πŸ› οΈ Languages and Tools:

Python Java PyTorch TensorFlow OpenCV Pandas Scikit-learn Seaborn


πŸš€ Machine Learning Projects:

  • Local Area Network Attack πŸ›‘οΈ: Detects malicious LAN activity like DDoS and sniffing using ML models. [GitHub]
  • Diabetes Healthy πŸ”: Predicts diabetes risk based on health metrics. [GitHub]
  • Airline Passenger Satisfaction ✈️: Predicts satisfaction using feedback and ML classification. [GitHub]
  • Titanic 🚒: Predicts survival using classic Titanic dataset. [GitHub]
  • IBM HR Employee πŸ“Š: Predicts employee attrition from satisfaction, work-life balance, etc. [GitHub]
  • Heart Disease Prediction ❀️: Predicts heart disease using key health features. [GitHub]
  • Bank Loan Prediction πŸ’³πŸ“Š: Classifies loan applications using various ML models. [GitHub]

πŸ§ πŸ€– Deep Learning Projects:

  • Chest X-ray Classification πŸ‘©β€βš•οΈ: Classifies chest diseases using CNNs and pre-trained models. [GitHub]
  • Gender Recognition πŸ‘©β€πŸ¦±πŸ‘¨β€πŸ¦±: Uses CNNs to classify gender from facial features. [GitHub]
  • Footwear Impression Retrieval πŸ‘ŸπŸ”:This project involves the retrieval of crime scene footwear impressions using a Siamese Network and Triplet Loss. [GitHub]

πŸ‘οΈβ€πŸ—¨οΈπŸ€– Computer Vision Projects:

  • Football Player Tracking ⚽🎯: End-to-end system for detecting, tracking, and assigning team colors using YOLOv11 + ByteTrack with custom video annotations.[GitHub]
  • Car Object Detection YOLOv8 πŸš—πŸ”: Detects cars in images using YOLOv8. [GitHub]
  • Gym Step Counting πŸ‹οΈβ€β™‚οΈ: Tracks steps during workouts using motion sensors. [GitHub]
  • OCR License Plate Recognition πŸš—πŸ”’: Uses OCR and CV to detect and extract license plate text. [GitHub]
  • Cloud Segmentation ☁️: Segments cloud regions from satellite images using CNNs. [GitHub]

πŸ’¬πŸ€– Natural Language Processing:

  • Automatic Speech Recognition πŸ—£οΈπŸŽ§: Focused on converting spoken language into text using OpenAI's Whisper model. This project leverages Whisper's capabilities for automatic speech recognition, capable of transcribing audio in multiple languages with high accuracy. [GitHub Repository]
  • Machine Translation 🌐 : focused on automatically translating text from English to Spanish using deep learning techniques. This project leverages models such as Sequence-to-Sequence (Seq2Seq) and Transformer networks to handle tasks like language translation, enabling cross-language communication and content localization [GitHub Repository]
  • Text Generation βœοΈπŸ’¬: The project trains on a large corpus of text data to generate coherent and contextually relevant text, such as story generation, text completion, or creative writing. By utilizing RNNs, LSTMs, and GRUs, the model learns the patterns and structures of language, improving the fluency and creativity of generated content. [GitHub Repository]

πŸŽ¨πŸ€– Generative AI:

  • Face Sketch Generation πŸŽ¨πŸ–ΌοΈ: Generates face sketches from photos using GANs (DCGAN, WGAN, VAN). [GitHub]

πŸ§ πŸ“š Large Language Models (LLMs):

  • Transformer Model πŸ§ πŸ”: The project applies the Transformer architecture for text classification tasks. It uses a Transformer encoder to process text data and a decoder with a contextual mask for tasks like sequence generation and contextual understanding. [GitHub Repository]
  • Deafbot πŸ€–πŸ¦»: A project designed to help individuals with speech impairments (such as those who are mute or non-verbal) interact with Large Language Models (LLMs) like GPT or Gemini. Deafbot utilizes sign language recognition technology to translate gestures into text, enabling seamless communication with LLM bots. The system bridges the gap between users who communicate through sign language and advanced AI, facilitating real-time conversation and interaction. [GitHub Repository]

πŸ“„πŸ” Prompt Engineer Projects:

  • Medical Q&A Assistant πŸ©ΊπŸ€–: A RAG-based AI assistant that allows users to upload medical PDF documents and ask questions about their content. It combines document retrieval with powerful LLMs to provide accurate, context-aware answers. Built using LangChain, FAISS, , Streamlit API. [GitHub Repository]

Pinned Loading

  1. Automatic-Speech-Recognition Automatic-Speech-Recognition Public

    Jupyter Notebook

  2. airline_passenger_satisfaction airline_passenger_satisfaction Public

  3. Machine-Translate Machine-Translate Public

    Machine Translate English to Spanish

    Jupyter Notebook

  4. Optical_Character_Recognition Optical_Character_Recognition Public

    Jupyter Notebook

  5. Face_Sketch Face_Sketch Public

    Jupyter Notebook

  6. Medical_Q-A_Assistant Medical_Q-A_Assistant Public

    Jupyter Notebook