LLM Training & Fine-tuning: Design and author SFT trajectories for large language models, improving reasoning accuracy and instruction adherence.

Model Evaluation: Perform qualitative analysis of model outputs, identifying hallucinations, logical gaps, and reasoning inconsistencies.

Deep Learning Architectures: Design and implement CNN, LSTM, RNN, and transformer-based models using TensorFlow and PyTorch.

Computer Vision: Build real-time vision pipelines with OpenCV for gesture recognition and image classification.

Data Science Tools: Leverage NumPy, Pandas, and Scikit-learn for data preprocessing, feature engineering, and model optimization.

MLOps & Deployment: Deploy ML models in production environments with monitoring and continuous improvement workflows.

Frontend: Build modern, responsive interfaces using React.js, Next.js, Redux Toolkit, Tailwind CSS, and Material UI.

Backend: Design scalable RESTful APIs and server-side logic using Node.js, Express.js, FastAPI, and Python.

Database: Architect and optimize databases with MongoDB, Firebase, PostgreSQL, MySQL, and MS SQL Server.

Real-time Features: Implement WebSocket-based live communication using Socket.io for collaborative applications.

Authentication & Security: Build secure authentication systems with JWT, OAuth, role-based access control (RBAC), and Zero Trust principles.

Cloud & Deployment: Deploy and manage applications on Vercel, Netlify, Firebase, and cloud platforms with CI/CD pipelines.

State Management: Implement efficient state handling using Redux, Context API, and React Query for optimized data fetching.

Cloud Platforms: Deploy and manage scalable applications on AWS, with experience in EC2, S3, Lambda, and cloud-native architectures.

Containerization: Build and orchestrate Docker containers for consistent deployment across development and production environments.

Media Management: Integrate Cloudinary for optimized image and video storage, processing, and delivery with CDN acceleration.

Version Control: Manage codebases and collaborate using Git, GitHub, and GitLab with branching strategies and CI/CD workflows.

API Testing: Validate and debug APIs using Postman and Thunder Client for reliable backend services.

Hosting & Deployment: Configure automated deployment pipelines on Vercel, Netlify, and Firebase with environment management.