Fahriye Gurel

Fahriye Gurel | PMP & OCP Certified- in/fahriye-gurel- github.com/fahriyegrl Orlando, United States SUMMARY Safety Engineer with experience in safety analysis, involving large-scale project operations in both back-office and on-site roles, looking to transition into a career in Machine Learning (ML) and Artificial Intelligence (AI). I bring a strong foundation in engineering principles and programming, with certifications in Oracle Java and proficiency in Python, PyTorch, and TensorFlow. Over the past year, I’ve focused on expanding my expertise in AI/ML with a current academic journey in Artificial Intelligence at NJIT, contributing to personal projects in computer vision, natural language processing (NLP), time series forecasting, and generative AI. I’m now seeking opportunities to apply my passion for AI/ML in a dynamic and innovative environment. EXPERIENCE Independent Machine Learning Practitioner | Self-Employed | Orlando, FL | March 2024 - Present • PyTorch Experiment Tracking Project: fahriyegrl/experiment_track_pretrained_models: experiment_track_pretrained_models Having pretrained PyTorch vision models for food image classification, with efficientnet_b2 and efficientnet_v2_s, with varying parameters to identify the most effective model with different number of datasets and epochs and aiming to compare and determine the optimal model for performance. • Article Reader with Natural Language Processing (NLP) - Tensor Flow: fahriyegrl/article_reader_withNLP_tensor_flow: article_reader_withNLP_tensor_flow Developing an NLP model to enhance the speed and ease of reading articles. Utilizing the dataset from the paper: [-] PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts (arxiv.org Extracted key insights from the research paper on: [-] Neural Networks for Joint Sentence Classification in Medical Paper Abstracts (arxiv.org) • Model Deployment by Gradio at Hugging Face: Food Vision App - a Hugging Face Space by fahriyegrl Developed a multi-class classification model using the Food101 dataset in PyTorch and deployed the model on Hugging Face, achieving accurate classification of 101 different food categories.A very similar model written in TensorFlow can be found here: "fahriyegrl/food101_classification_model_tensorflow: food101_classification_model_tensorflow with EfficientNetB0 (github.com)" • LLM & Generative AI Project: (1) Developed a Diet Plan utilizing s generative AI models and utilized ChatGPT to create personalized meal plans, generated visual representations using DALL-E, creating, integrated TTS technology to narrate the plan. fahriyegrl/keto_diet__plan_ChatGPT_DALLE_TTS_with_python: keto_diet__plan_ChatGPT_DALLE_TTS_with_python Technologies Used: OpenAI GPT-3, DALL-E, Python, TTS (Text-to-Speech). 2) Developed a model that organizes images in a folder by reviewing each image and automatically generating file names that accurately describe the content. Utilized Gemini AI and Technologies Used: Python, Gemini AI, os, Image Processing Libraries (e.g., PIL). fahriyegrl/Gemini_AI_rename_images: Gemini_AI_rename_images_after_reviewing • Develop & Train & Deploy A Model with AWS Sagemaker: • Developed a multi-class classification model using AWS SageMaker & Hugging Face. fahriyegrl/AWS_Sagemaker-Multi_Class_Text_Classification_Model_AWS: AWS_Sagemaker-Multi_Class_Text_Classification_Model_AWS Safety Engineer | Siemens Gamesa Renewable Energy | Orlando , FL | November 2014 - Present • Analyzed large datasets from incident reports, inspections, and audits to identify trends and improve health and safety performance. • Reviewing KPIs, and supporting decision-making for management and stakeholders. Collaborated with cross-functional teams to implement datadriven safety strategies and improve safety metrics. • Worked at Siemens Gamesa Renewable Energy in Istanbul, Turkey (Nov 2014 - Feb 2020) EDUCATION Artificial Intelligence | New Jersey Institute of Technology | Newark, New Jersey, USA | 2026 • Relevant Coursework: Machine Learning*, Deep Learning*, Data Mining, Reinforcement Learning, Artificial Intelligence, Computer Vision, Natural Language Processing, Image Processing and Analytics (* Completed) Master of Science, Engineering Management | University of Central Florida | Orlando, Florida, USA | 2023 Bachelor's Degree, Industrial Engineering | Eskişehir Osmangazi University | Eskisehir, Turkey | 2010 CERTIFICATIONS Oracle Certified Professional Java SE 8 Programmer | Oracle | 2023 Oracle Certified Associate Java SE 8 Programmer | Oracle | 2023 Project Management Professional (PMP) | Project Management Institute | 2018