Robert Necessary
I am a passionate Software Engineer with 8+ years of experience and a strong foundation in mathematics including calculus, linear algebra, probability and statistics.
About
I am a passionate Software Engineer with 8+ years of experience and a strong foundation in mathematics including calculus, linear algebra, probability and statistics. I excel in both front-end and back-end development, AI—covering machine learning, computer vision, deep learning, reinforcement learning, NLP, and data science. I have hands-on experience with TensorFlow, PyTorch, Keras, NumPy, and Pandas, and I bring a strong focus on algorithm implementation and scalable systems. I have 4+ years of experience in stock prediction and trading systems.
My strongest traits are confidence in my skills, responsibility for my work, and a passion for learning new things. I value collaboration and continuous learning, and I enjoy delivering impactful solutions that combine software engineering with data science and AI.
- 8 years' experience
- Joined July 2026
Skills· 16
Languages
- JavaneseAdvanced
Industry experience
- Software & Internet
- Computers & Electronics
- Financial Services
- Media & Entertainment
- Professional Services
More experts in Texas City, United States
Work experience· 5 roles
Developed and deployed the log volume measuring system using OpenCV and Open3d; improved quality and processing time by 70%; designed and implemented object detection, image classification, semantic segmentation, and image recognition using Yolov7, Yolov8, OpenCV, and PyTorch; modernized website experience with NLP model integration (ChatGPT) and SEO optimization, increasing visits by 10%; designed and implemented GraphQL/REST APIs and backend services with modern OOP practices; worked on SQL & NoSQL databases; completed NLP projects leveraging Transformer models and applied to CV projects; experience with acoustic speech technologies including speech recognition and TTS; trained and deployed CNN/LSTM models on GKE and GCP Vertex AI.
Designed and optimized SQL and NoSQL databases (MongoDB, MySQL, PostgreSQL, DynamoDB); configured CI/CD pipelines; designed serverless architecture using AWS Lambda, API Gateway, CloudFormation, Cognito, CloudWatch; contributed to Face Verification system (Python, FastAPI, OpenCV, PyTorch) and Image Caption Generator using NLP models such as BERT; developed a rule-based machine translation engine improving quality and processing time by 82%; analyzed and predicted market trends using TensorFlow and PyTorch with multiple models and built an AI Forex Trading Bot.
Development and consultation of algorithmic trading strategies for research and automated live trading; collaborated with hedge funds, wealth management firms, and retail traders worldwide; development on platforms including QuantConnect, Interactive Brokers API (TWS), and TD Ameritrade API.
Education
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