Bassim Eledath@bassim331

Ask Priya" is a pioneering AI chatbot designed to streamline the process of acquiring US immigration information. Leveraging data from the USCIS website, this bot addresses queries relating to American immigration with enhanced precision. Its backbone consists of the llama-index and Google Vertex AI, which significantly mitigate common issues associated with conventional large language models (LLMs) like ChatGPT. When prompted with a question, "Ask Priya" sifts through its USCIS-indexed data, selecting relevant documents to guide the LLM's response, thereby reducing 'hallucinations' – instances where models inaccurately fabricate plausible-sounding information. In light of the substantial international arrivals to the United States, which totaled 22.1 million in 2021, and the presence of over 1.08 million international students with active study visas as of January 2023, the demand for tailored immigration services is immense. Additionally, with 483,927 registrations for H1B visas in 2023 and only 127,600 selected to apply, the complexity and breadth of US immigration, encompassing 35 nonimmigrant and 13 immigrant visa categories, becomes evident. "Ask Priya," in its beta phase, is gearing up for an imminent rollout. The immediate agenda includes multilingual query handling for Trulens evaluations, integrating these evaluations with GitHub actions, transitioning from Streamlit Community Cloud to Google Cloud, and storing chat logs on Google Cloud Storage. Looking towards the future, the development team aims to refine retrieval methods for better context relevance scoring. Plans include enhancing Trulens evaluations through finetuning, in addition to the current use of Retrieval-Augmented Generation (RAG). Moreover, the team is focused on creating a persistent chat memory, enabling users to access their chat history, thereby offering a more seamless and personalized experience.

GeminiHire is a cutting-edge application designed to transform the job application process. Utilizing the power of AI, it provides users with a comprehensive suite of tools to enhance their job-seeking journey. From analyzing resumes and generating personalized cover letters that resonate with job descriptions to identifying skills gaps with actionable recommendations, GeminiHire ensures candidates present their best selves. Additionally, it prepares tailored interview questions, helping users anticipate and practice responses. Ideal for job seekers and career professionals alike, GeminiHire is the ultimate tool for standing out in a competitive job market and securing the perfect position. It uses Gemini Pro (both vision and text) to drive the application. It uses TruLens heavily: 3 custom feedback functions to continuously evaluate model performance against a resume bank of about 30 resumes. These functions are designed to scrutinize the generated cover letters, skill gap analyses, and interview questions by providing objective scores. Utilizing prompts loaded from a dedicated directory, each function—evaluate_cover_letter, evaluate_skills_gap, and evaluate_interview_questions—compares the app's outputs against the inputs, feeding them into the language model for a thorough analysis. The results are interpreted as numerical scores, offering quantifiable insights into the relevance, accuracy, and effectiveness of the content generated, thereby enabling continuous improvement and precision in the job-seeking tools provided by GeminiHire.

Ask Priya" is a pioneering AI chatbot designed to streamline the process of acquiring US immigration information. Leveraging data from the USCIS website, this bot addresses queries relating to American immigration with enhanced precision. Its backbone consists of the llama-index and Google Vertex AI, which significantly mitigate common issues associated with conventional large language models (LLMs) like ChatGPT. When prompted with a question, "Ask Priya" sifts through its USCIS-indexed data, selecting relevant documents to guide the LLM's response, thereby reducing 'hallucinations' – instances where models inaccurately fabricate plausible-sounding information. In light of the substantial international arrivals to the United States, which totaled 22.1 million in 2021, and the presence of over 1.08 million international students with active study visas as of January 2023, the demand for tailored immigration services is immense. Additionally, with 483,927 registrations for H1B visas in 2023 and only 127,600 selected to apply, the complexity and breadth of US immigration, encompassing 35 nonimmigrant and 13 immigrant visa categories, becomes evident. "Ask Priya," in its beta phase, is gearing up for an imminent rollout. The immediate agenda includes multilingual query handling for Trulens evaluations, integrating these evaluations with GitHub actions, transitioning from Streamlit Community Cloud to Google Cloud, and storing chat logs on Google Cloud Storage. Looking towards the future, the development team aims to refine retrieval methods for better context relevance scoring. Plans include enhancing Trulens evaluations through finetuning, in addition to the current use of Retrieval-Augmented Generation (RAG). Moreover, the team is focused on creating a persistent chat memory, enabling users to access their chat history, thereby offering a more seamless and personalized experience.