Technical Skills
Technical Expertise
NLP & Generative AI
- Large Language Models: LLAMA2, FALCON, Vicuna, FLAN, OPT
- Model Customization: Standard fine-tuning, LoRA fine-tuning
- Safety Alignment: Supervised fine-tuning, Direct preference optimization
- Security Research: Adversarial attacks, toxicity injection
Computer Vision & Generative AI
- Generative Models: Stable Diffusion, StyleGAN
- Deepfake Technology: Generation and detection techniques
- Adversarial Attacks: Computer vision security research
- Image Processing: Advanced techniques for medical imaging
Machine Learning Libraries & Frameworks
- Core ML: PyTorch, TensorFlow, Scikit-Learn
- NLP Frameworks: HuggingFace Transformers, Tokenizers
- Optimization: Parameter-Efficient Fine-Tuning (PEFT), LoRA
- Distributed Training: Accelerate, DeepSpeed
- Data Processing: Numpy, Pandas
- Reinforcement Learning: Transformer Reinforcement Learning (TRL)
Programming Languages
- Primary: Python, Java, C++
- Secondary: C, SQL
- Web Technologies: HTML/CSS, JavaScript
- Scripting: Bash, Shell scripting
- IDEs: VS Code, Eclipse, NetBeans, Android Studio
- Database: SQL Developer, MySQL Workbench
- Version Control: Git, GitHub
- Data Analysis: Weka, Jupyter Notebooks
- Cloud Platforms: AWS (EC2, S3, Lambda)
Enterprise Technologies & Frameworks
- Operating Systems: Linux (Ubuntu, CentOS), Windows, macOS
- Frameworks: Java Swing, AWT
- Containerization: Docker
- Web Frameworks: Flask, Django basics
Oracle Technologies (Industry Experience)
- Database: Oracle SQL, PL/SQL
- HCM Cloud: HR and Payroll modules
- Reporting: BI Publisher (eText, RTF templates)
- Integration: HCM Extracts, Fast Formulas
- Analytics: Payroll reconciliation and comparison tools
Research Skills
AI Security
- Adversarial ML: Attack design and defense mechanisms
- Model Robustness: Evaluation and improvement techniques
- Safety Alignment: LLM fine-tuning for safer outputs
- Bias Detection: Identifying and mitigating model biases
Data Analysis
- Statistical Analysis: Hypothesis testing, regression analysis
- Data Mining: Pattern recognition, association rule mining
- Experimental Design: A/B testing, controlled experiments
- Visualization: Matplotlib, Seaborn, Plotly
Academic Research
- Paper Writing: Technical writing for top-tier conferences
- Peer Review: Reviewing for academic conferences
- Presentation: Conference talks and poster presentations
- Collaboration: Cross-institutional research projects
Certifications & Training
Oracle Certifications
- Oracle HCM Cloud Certified Implementation Specialist
- Oracle Business Intelligence Certified Professional
Academic Training
- Deep Learning Specialization concepts
- Advanced Machine Learning techniques
- Security-focused AI research methodologies
Soft Skills
Leadership & Management
- Team leadership in consulting projects
- Client relationship management
- Project planning and execution
- Cross-functional collaboration
Communication
- Technical presentation skills
- Academic paper writing
- Client-facing communication
- Media interviews and public speaking
Problem Solving
- Complex system troubleshooting
- Research problem formulation
- Creative solution design
- Critical thinking and analysis