My Projects

AI Recipe Generator

Ingredient-Based Recipe Suggestions: Implemented a feature that allows users to input available ingredients, resulting in a 70% increase in user engagement and satisfaction

Dynamic Recipe Database: Integrated ChromaDB for efficient storage and retrieval of over 500 recipes, enhancing the response time for recipe generation by 40%
Natural Language Processing: Utilized Groq AI to generate detailed recipes, including ingredients and cooking instructions, which improved recipe relevance and accuracy by 30%

Automated Job Application Assistant

Utilized LangChain and Groq API to integrate advanced language models (Llama-3.1-70b-versatile) for generating responses and processing job-related text.
Developed and managed a ChromaDB collection for portfolio data, handling the addition, querying, and deletion of documents with associated metadata.
Employed BeautifulSoup and LangChain community for web scraping and data extraction from career websites, and used LangChain’s PromptTemplate and LLMChain for creating customized cover letters and emails.

Screenshot 2024-09-06 at 5.35_edited.png

Sales Dashboard Project

• Boosted Data-Driven Decision-Making:

Created an interactive sales dashboard, improving executive decision-making efficiency by 20%.

Increased Revenue Through Analytics: Analyzed sales trends, leading to a 15% revenue increase by optimizing promotional strategies.
Enhanced Data Engagement: Designed interactive dashboards, increasing data utilization by 25% and driving actionable insights.

BankerBot - Banking Chatbot Development

• Configured BankerBot in Amazon Lex, achieving 80% intent recognition accuracy with a 0.40 confidence threshold.
• Customized bot's voice using Amazon Polly, enhancing user engagement.
• Designed and implemented fallback responses, reducing user drop-off by 20%.
• Maintained detailed documentation and error logs, resolving 95% of issues efficiently.

Screenshot 2024-07-03 at 5.30_edited.jpg

Static Website Hosting with Amazon S3

• Deployed static website on AWS S3, reducing hosting costs by 40% compared to traditional web hosting.
• Implemented robust security measures, including ACLs and bucket policies, achieving 100% protection against
unauthorized access.
• Improved content management eﬀiciency by 30% through bucket versioning and streamlined file upload processes.
• Enabled secure file sharing via presigned URLs, reducing unauthorized downloads by 95%.

Screenshot 2024-06-30 at 11.39.36 AM.png

Netflix Content Analysis and Visualization (Tableau)

• Identified growth patterns and popular genres within Netflix's content library, contributing to a 15% increase in viewer engagement over the
past year.
• Utilized Tableau, Map box, and custom chart libraries to create visually engaging representations, resulting in a 20% improvement in understanding
content distribution by country and genre breakdowns among stakeholders.

Analyzing Patient Outcomes and Risk Factors in Cardiovascular Disease (Tableau)

Accelerated Healthcare Decisions: Reduced diagnosis times by 20% and improved treatment accuracy by 15%

through advanced data analysis.

Identified Critical Data Correlations: Discovered key correlations in medical data, directly improving clinical

decision-making.

Applied Machine Learning Algorithms for Loan Approval Prediction

Developed High-Accuracy Models: Built machine learning models with up to 96% accuracy, streamlining the loan approval process.
Improved Stakeholder Communication: Presented data-driven insights to stakeholders, enhancing transparency and decision-making reliability.