Sergiu Traian Nicoara

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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Language

English
Advanced
French
Beginner

Work Experience

AI Specialist at Independent Developer
January 1, 2025 - Present
Independent AI projects including Generative AI chatbots (Character AI, Gradio-based interactive chatbots), fine-tuning Llama, image-based calorie tracking, customized chatbots with retrieval-augmented generation (RAG), and Q&A/document-based chatbots. Built agentic AI tools (AutoGen, LangGraph, CrewAI), implemented sentiment analysis, explored deep learning architectures (ANNs, CNNs), and developed various regression/classification models. Optimized models with XGBoost and CatBoost, performed K-fold cross-validation and grid search, and experimented with no-code/low-code ML platforms (Vertex AI, DataRobot).
AI Specialist at Independent Developer
January 1, 2025 - Present
Led independent AI projects across generative AI, agentic AI, and NLP. Built character-based chatbots and Gradio interfaces; fine-tuned Llama models; created RAG-enabled Q&A document bots and calorie-tracking from images. Implemented sentiment analysis, CNN/NN classifiers, and regression/classification models. Evaluated and deployed models using XGBoost, CatBoost, and SageMaker; explored no-code ML workflows with Vertex AI and DataRobot. Developed end-to-end AI solutions with a focus on scalability and practical impact.
Education Coordinator (Homeschooling Teacher) at Self-employed
December 31, 2024 - September 29, 2025
Planned curricula and educational programs; delivered direct instruction; conducted student assessments, progress tracking, and life skills integration; managed comprehensive record-keeping and regulatory compliance.
Software Engineer at Alcatel Lucent Romania
December 31, 2016 - September 29, 2025
Developed scalable telecommunications solutions with systems integration and performance optimization; contributed to international projects delivering services to millions of users; worked on mobile TV platforms and related telecom infrastructure initiatives.
AI Specialist at Independent Developer
January 1, 2025 - Present
Independent AI Specialist focusing on end-to-end AI projects: generative AI, agentic AI, NLP and DL applications, model development, evaluation and deployment on AWS SageMaker and other frameworks. Experience includes fine-tuning LLaMA, RAG-based Q&A, sentiment analysis, neural networks, CNNs, regression/classification algorithms, clustering, dimensionality reduction, reinforcement learning (Thompson sampling, UCB), and model optimization (XGBoost, CatBoost) with no-code ML tooling.
Homeschooling Teacher / Education Coordinator at Self-employed
December 31, 2024 - September 29, 2025
Full-time Education Coordinator responsible for curriculum planning, direct instruction, personalized teaching methods, student assessment, progress tracking, social development activities, and regulatory compliance.
Software Engineer at Alcatel Lucent Romania
December 31, 2016 - September 29, 2025
Developed scalable telecommunications solutions with expertise in systems integration and performance optimization; contributed to international projects serving millions of users across continents (Telstra Live TV on Mobile Platform, Scalable Voice Processing, Alarm Systems, and Ringback Tone Services).

Education

Master's Degree in Advanced Mathematical Algorithms Applied in Engineering at Polytechnical University of Timisoara
January 1, 2005 - January 1, 2006
Bachelor's Degree in Computer Science at Babes-Bolyai University of Cluj Napoca
January 1, 2001 - January 1, 2005
Master's Degree in Advanced Mathematical Algorithms Applied in Engineering at Polytechnic University of Timisoara
January 1, 2005 - December 31, 2006
Bachelor's Degree in Computer Science at Babes Bolyai University of Cluj Napoca
January 1, 2001 - December 31, 2005
Master's Degree at Polytechnical University of Timisoara
January 1, 2005 - January 1, 2006
Bachelor's Degree at Babes Bolyai University of Cluj Napoca
January 1, 2001 - January 1, 2005

Qualifications

AWS Certified AI Practitioner
January 1, 2025 - September 29, 2025
PCEP - Certified Entry-Level Python Programmer
January 1, 2025 - September 29, 2025
PCAP - Certified Associate Python Programmer
January 1, 2025 - September 29, 2025
PCPP1 - Certified Professional Python Programmer Level 1
January 1, 2025 - September 29, 2025
AWS Certified AI Practitioner
January 1, 2025 - September 29, 2025
PCEP - Certified Entry-Level Python Programmer
January 1, 2025 - September 29, 2025
PCAP - Certified Associate Python Programmer
January 1, 2025 - September 29, 2025
PCPP1 - Certified Professional Python Programmer Level 1
January 1, 2025 - September 29, 2025
AWS Certified AI Practitioner
January 1, 2025 - September 29, 2025
PCEP - Certified Entry-Level Python Programmer
January 1, 2025 - September 29, 2025
PCAP - Certified Associate Python Programmer
January 1, 2025 - September 29, 2025
PCPP1 - Certified Professional Python Programmer Level 1
January 1, 2025 - September 29, 2025
Brainbench - Software Analysis
January 1, 2012 - September 29, 2025
Brainbench - Java Programming
January 1, 2012 - September 29, 2025
Brainbench - QA
January 1, 2012 - September 29, 2025
Brainbench - Project Management
January 1, 2012 - September 29, 2025
Educational Psychology for Teachers in Computer Science
January 1, 2001 - January 1, 2005
Sales School
January 1, 2001 - January 1, 2005

Industry Experience

Software & Internet, Professional Services, Telecommunications, Education, Media & Entertainment