Projects
Explore my AI experiments and innovations
0. Chatbox Project
An innovative AI-powered chatbox that demonstrates natural language processing capabilities and intelligent conversation handling.
View Project1. Mathematics AI Foundations & Optimization
Develop a large general-learning framework based on mathematical optimization principles to perform advanced feature extraction and dimensionality reduction techniques essential from scratch to effectively train a function on a vast dataset.
View Project2. Data Pipeline & Python Application
Create a data processing pipeline with end-to-end implementation that ingests raw data, cleans it, and feeds it into a Project ML model (e.g., a basic recommendation engine). Demonstrate ETL processes, proper version control and testing.
View Project3. AI Agent for Puzzle/Game Solving
Develop an AI agent using machine learning algorithms (e.g., A* search) to solve puzzles or play simple games (e.g., tic-tac-toe). Implement decision trees and demonstrate performance evaluation.
View Project4. Predictive Modeling & ML Application
Create a predictive model to classification or regression on a real dataset (e.g., housing prices, customer segmentation). This project includes data preprocessing, feature selection, and performance evaluation using appropriate metrics.
View Project5. Data Mining & Pattern Discovery
Mine a large dataset (e.g., retail transactions, social media text) to discover hidden patterns and insights using clustering and association rule mining. Create interactive charts and present a comprehensive report.
View Project6. AB Experiment Design & Metrics
Design a rigorous experimental framework for product testing with multiple variants/features in a controlled environment. Calculate statistical significance for all test period, total earnings to ensure meaningful insights. Document the full recommended pipeline for experiments.
View Project7. AI Ethics Audit & Responsible Design
Audit an AI system (e.g., a facial recognition model for bias, fairness, and privacy issues). Create documentation on observed risks and propose an ethical framework for responsible AI design and deployment.
View Project8. Data Visualization & Interactive Dashboard
Build an interactive dashboard using Tableau, Plotly, or Power BI to visualize insights from real or your projects. The dashboard should tell a compelling story with exploration and clearly communicate findings.
View Project9. MLOps & Deployment Pipeline
Design and implement a continuous integration/deployment pipeline to train, register, and deploy models (AWS, Azure, or GCP). Build monitoring and alerting for model performance degradations. Include container orchestration (e.g., Kubernetes), demonstrate a consistent model registry (MLflow), CI/CD best practices, and basic A/B test infrastructure. Compare performance across environments.
View Project10. Deep Learning/Image Classifier
Develop a model to train/generate using Tensorflow-based architecture to recognize images, classify content, or create art. Fine-tune or train from scratch from an open-source CNN or domain-specific dataset and demonstrate inference.
View Project11. NLP & Generative Chatbot with RAG
Build a generative model (e.g., GPT or diffusion-model) to create text, images, or other content that responds to prompts with augmented methods to extract/ingest based on similar content entries.
View Project12. Reinforcement Learning Agent
Develop an RL agent (using algorithms like Q-learning, etc.) to play a simulation game (e.g., CartPole or similar Gym/AI environment). Compare performance across different hyperparameters.
View Project13. IoT/Edge AI
Implement a real-time object detection or activity analysis system that can process video, sensor data, etc., on resource-limited or mobile/IoT devices with minimal latency, along with ML/vision, real-time feedback/alerts, and edge analytics.
View Project14. Knowledge Graph & Reasoning
Create a knowledge graph from unstructured data (e.g., Wikipedia or domain documents). Build insights from knowledge relationship structures, using SPARQL, visualize the semantic space. Evaluate inference capabilities or question answering.
View Project15. Security & Privacy in AI
Analyze a facial processing pipeline for a robotic vision system. Implement differential privacy techniques to protect identities while enabling personal recognition and security strategies.
View Project16. Human-Centered & Ethical Interface Design
Design a prototype to AI-driven user experiences for a diverse, inclusive audience. Demonstrate testing methods to represent bias. Conduct user studies and pursuit design improvements based on feedback.
View Project17. AI in Healthcare Application
Develop a model to diagnose a condition (e.g., detecting pneumonia from X-rays). Address data imbalances, demonstrate domain-specific considerations, explain model, LIME, etc.
View Project18. AI in Business Optimization Project
Create a system to automate a business problem such as demand forecasting, model churn optimization, or combine customer segmentation with predictive modeling with business intelligence methodologies to generate strategic decision making.
View Project19. AI in Financial Applications
Build a model to detect fraud/anomaly detection of a financial transactions dataset. The model should include analysis of patterns and insights to stakeholders.
View Project20. GenAI Portfolio Generator AI
Create a model to produce a web portfolio of work, skills, and experience based on resume, GitHub/BitBucket accounts, and job specifications.
View Project