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Ali Amani

Machine learning engineer

GitHub Kaggle

Experience

Machine learning intern

Become.Expert 2024/03-2024/06

  • Conducted data cleaning, preparation and feature engineering tasks on a dataset of house features to predict sales prices.
  • Conducted classification to identify the survival of individuals in a ship crash.
  • Participated in development and implementation of face expression recognition (FER) machine learning models.
  • Created and implemented sentiment analysis models on user movie movie reviews.

Machine learning intern

Rastava Academy 2024/01-2024/03

  • Assisted in implementing feature selection algorithms and preprocessing tasks on car and people images.
  • Collaborated in developing video face detection models using webcam and Opencv.

NLP intern

  • Deep learning Center 2023/09-2023/11
  • Developed and implemented a persian sentiment analysis model based on the ParsBERT project.

Skills

  • Machine learning - Scikit-learn
  • Predictive modeling
  • Deep learning - Tensorflow
  • Data visualization - Matplotlib, Seaborn and Plotly
  • Data analysis - Numpy, Scipy and Pandas
  • Data cleaning and preparation
  • Feature engineering
  • Database design - SQL
  • Natural Language Processing - NLTK, Gensim and Spacy
  • Sensor data segmentation
  • Algorithms and Optimization
  • Problem solving
  • Docker

Projects

Certifications

  • Certified CS50ai from Harvard university 2024-06
  • Data science and SQL certification from Allameh Tabatabaei university 2023
  • Tensorflow developer certificate: Zero to mastery from Udemy 2023
  • Python for Data Science and Machine Learning certification from Udemy 2023

Education

  • Master of Computer science from Amirkabir university 2020-2022
  • Bachelor of computer science from Shahrekord university 2016-2020

Ali Amani's Projects

facialrecognition icon facialrecognition

This project is a facial recognition applicationusing a pre-encoded dataset, Streamlit, OpenCV, and face_recognition libraries.

poseestimation icon poseestimation

Pose estimation project compares Detectron VideoPose3D, OpenPose and the stereo algorithm. The dataset is gathered with Kinect cameras in university laboratory.

question-answering icon question-answering

The goal is to develop a Q&A system capable of delivering informed responses on the content, demonstrating RAG's application in combining semantic data retrieval with generative language models for NLP analysis.

sensorsegmentation icon sensorsegmentation

This is an activity recognition project that uses sensor data stream from Opportunity, HCI, WISDM and Skoda datasets. It considers abrupt, gradual, incremental and recurring concept drift. In this work chunk-based classification algorithms of data streams (ACDWM, DWMIL, DUE and KUE) are compared based on robustness.

stock_prediction icon stock_prediction

This project aims for the prediction and visualization of stock prices using machine learning algorithms and Streamlit.

youtubesummarization icon youtubesummarization

This repository is created to demonstrate an app that summarized Youtube videos using Streamlit and Gemini.

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