Peter Ochabski
Solana Beach, CA | peteroch@mail.com | (858) 925-4527
www.pjoart.com | www.github.com/pjoart | www.linkedin.com/in/pjoart
Professional Summary
AI Engineer and Developer with deep expertise in building sophisticated, autonomous trading systems powered by machine learning, sentiment analysis, and advanced AI models. Proven ability to deploy real-time predictive systems optimized for local GPU acceleration. Passionate about leveraging cutting-edge AI techniques for strategic financial forecasting and automation.
Technical Skills
Programming Languages: Python, JavaScript, SQL
AI/ML Frameworks: TensorFlow, PyTorch, TensorRT, Transformers (Hugging Face), SNScrape
Tools & Platforms: WSL 2, Docker, Git, Jupyter, CUDA, Linux
Cloud & Deployment: Local GPU deployments, real-time API integrations
Hardware Optimization: NVIDIA GPUs, CUDA-enabled machine learning
Professional Experience
Autonomous Crypto Trading Bot Developer
Independent Project | Jan 2024 – Present
- Developed a sophisticated, AI-driven autonomous cryptocurrency trading bot that trades based on real-time sentiment analysis and predictive price movements.
- Integrated real-time social media scraping using SNScrape to extract relevant text data from social media, analyzing sentiment with Hugging Face Transformer models.
- Optimized TensorFlow and TensorRT models to efficiently utilize NVIDIA GPUs, significantly reducing inference time and resource consumption.
- Designed and implemented a robust Python-based trading algorithm with adaptive thresholds, position sizing, and transaction-cost optimization.
- Engineered comprehensive logging and PnL tracking with CSV and console outputs, providing detailed historical data for iterative refinement and strategy enhancement.
- Implemented advanced weighting strategies based on pertinent criteria enhancing prediction accuracy and trade profitability.
- Successfully executed local deployment leveraging CUDA acceleration for real-time inference and continuous model improvement through historical back-testing.
Key AI Projects & Highlights
- Real-time Sentiment Analysis Pipeline: Developed an automated system capable of scraping, parsing, and analyzing data within minutes, using Transformer-based sentiment models fine-tuned for cryptocurrency market insights.
- Advanced GPU Optimization: Achieved significant performance gains by configuring TensorRT optimization within TensorFlow environment, harnessing full power of NVIDIA GPUs.
- Predictive Trade Automation: Engineered decision-making algorithms incorporating historical data patterns and real-time social sentiment, achieving measurable improvements in trade accuracy and profitability.
Education & Training
- Continuous Self-Directed AI & ML Training: Extensive hands-on experience through independent projects, industry-standard tutorials, and practical deployments of AI models.
- Visual Development & Technical Artistry Background: Over 15 years of visual and technical design experience, complementing strong analytical and creative problem-solving skills.
Professional Strengths
- Strong analytical abilities and proven troubleshooting skills
- Deep knowledge of AI-driven trading strategies and market forecasting
- Effective communication skills bridging complex technical concepts to practical outcomes
- Agile and adaptive learner, consistently integrating cutting-edge technologies to enhance project capabilities
Portfolio & References Available Upon Request