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AdrianIordache/README.md

Hi there πŸ‘‹

My name is Adrian Iordache

  • Senior Machine Learning and Computer Vision Engineer at idrive AI
  • Ph.D. student in Artificial Intelligence at Univeristy of Bucharest
  • Proficient in Machine Learning, Computer Vision and Deep Learning

Other fields of interest

  • Natural Language Processing
  • Probability & Statistics
  • Signal Processing & Time Series
  • Advanced Mathematics

Programming Languages

Python C++ Java SQL Prolog

Tools & Frameworks

PyTorch scikit-learn OpenCV Jupyter pandas TensorFlow git Docker Linux Firebase

Contact

Linkedin Badge Gmail Badge Kaggle Badge

If you are a student in Artificial Intelligence, maybe this can help you.

Computer Vision

Project Description
Driver Monitoring System for Outside World Using multi-task stacked deep neural networks accelerated on embedded devices
Detect Targets In Radar Signals Comparing state-of-the-art CNNs to Vision Transformers for counting objects in radar signals
Curling with Computer Vision Applying Color Spaces Transformations, Hough Circles, Object Detection, CSRT Tracking for Curling
Google Landmark Recognition Challenge Gradient Visualizations Analysis between VGG-16 and Resnet-18, collaboration with Bitdefender
Sudoku with Computer Vision Exploring non-learning (mostly) computer vision techniques for various tasks applied to the Sudoku game

Natural Language Processing

Project Description
WMT Shared Task: Similar Language Translation Using Transformers and RNNs with Attention for neural translation of Romance Languages: Spanish β†’ Romanian
Geo-location of German Tweets Predicting latitude and longitude using a Multi-Layer Stacking Architecture fine tuned with Bayesian Optimization
Music Genre Classification based on Lyrics Classification model based on extracted features: statistic structure, semantic structure and lyrics similarity encoding
Suicide Risk Assesment for Early Intervention Classifying Reddit Users in groups of suicide risk for possible early intervention based on their posts
Retrieval System for Romanian Language Information Retrieval System based on Apache Lucene and Tika

Other AI Related Projects

Project Description
Stock Trading with Reinforcement Learning Generating a stock trading model based on variations of Deep Q-Networks
Time Series analysis for Bitcoin Exploring trend, seasonality, (partial) autocorrelation, stationarity, ARIMA models
Deep Probabilistic Modeling Introduction to (deep) probabilistic modeling based on PyMC and Pyro
Knowledge Representation and Reasoning First Order Logic problems, Rule-based Algorithms, Fuzzy Aggregation and Defuzzification
Smartphone User Classification Smartphone User Classification based on Accelerometer Patterns
Problem Solving and Search Solving games based on search algorithms

Android Projects

Projects using Firebase Database and Storage are no longer maintained due to security issues.

Project Description
PerfectTime Social Network Android App with NewsFeed, developed with Firebase Database & Storage
Hello World Android Chat App Developed with Firebase Database & Storage
The Fat Fish Game Project for Android

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  1. AI-Masters-Projects AI-Masters-Projects Public

    Artificial Intelligence Master's CourseWare (Courses, Assignments, Documentation, Solutions) @ FMI, Unibuc

    14 1

  2. Dissertation-Thesis Dissertation-Thesis Public

    Safe Distance Warning and Lane Departure Warning solutions for mono vision systems using multi-task stacked deep neural networks on embedded devices

  3. Detect-Targets-In-Radar-Signals Detect-Targets-In-Radar-Signals Public

    Kaggle Competition: Comparing SOTA Convolutional Neural Networks to SOTA Vision Transformers for counting objects in radar signals.

    Jupyter Notebook 1 1

  4. WMT-Shared-Task-Similar-Language-Translation WMT-Shared-Task-Similar-Language-Translation Public

    For Romance Languages: Spanish β†’ Romanian

    Jupyter Notebook

  5. Reinforcement-Learning-in-Finance Reinforcement-Learning-in-Finance Public

    Forked from andeceneu4more/rl-stoks-pick

    Generating a stock trading model based on variations of Deep Q-Networks

    Jupyter Notebook

  6. Advanced-Theoretical-Machine-Learning Advanced-Theoretical-Machine-Learning Public

    Based on the book: "Understanding Machine Learning: From Theory to Algorithms"

    1