John Carroll
Data ScientistGoa, IndiaMember since June 26, 2026
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
generating-images-with-gpt-image-1
June 4, 2025 – June 4, 2025
Generate images from a prompt or from an image and a prompt using OpenAI's Response API (GPT-4.1, GPT-4o, and gpt-image-1) via Azure OpenAI or OpenAI. Includes both Python and TypeScript implementations for easy integration.
View Projectget-item-image
May 29, 2025 – June 15, 2025
This repository demonstrates how to use OpenAI's Response API (with GPT-4.1 and tool calling) to extract the main product image URL from an e-commerce product page. It provides both Python and TypeScript implementations, returning a structured output for easy integration.
View Projectfield-service-assistant
May 21, 2025 – June 17, 2025
Multimodal RAG with voice interface for field technicians. Uses Azure AI Search & OpenAI for hands-free access to technical documentation through speech and image analysis.
View Projectsupply-chain-reasoning-engine
May 5, 2025 – June 4, 2025
Adaptive Supply Chain Optimization System using AI reasoning models for real-time disruption response and resilience
View Projectsemantic-kernel-agent-code-execution
January 21, 2025 – January 25, 2025
This repository contains an example of using Semantic Kernel and LLM's to execute Python code in a sandboxed environment. The example demonstrates how to set up and use a ChatCompletionAgent to process user input, generate Python code, and execute it safely.
View Projectcoffee-chat-voice-assistant
January 12, 2025 – Present
Coffee Chat Voice Assistant is a voice-driven ordering system powered by Azure OpenAI GPT-4o Realtime API, simulating the experience of ordering coffee with a café barista. It supports natural conversations, live order updates, and real-time transcription, showcasing the power of AI for seamless customer interactions.
View Projectazure-openai-planogram-analysis
September 25, 2024 – October 14, 2024
azure-openai-planogram-analysis — GitHub repository
View Projectgpt-4o-object-detection-in-image-folder
July 16, 2024 – July 16, 2024
OpenAI console app with logging per image processed, its response, and end-to-end request time
View Projectpdf_to_json_extractor_gpt4vision
February 26, 2024 – April 9, 2024
Implementations of a field extractor that takes in PDF documents and outputs JSON using OpenAI's GPT-4 Vision Preview
View Projectchat-completions-function-calling-examples
February 22, 2024 – January 25, 2025
This repository contains simple examples of function calling using the Chat Completions API.
View ProjectCultural Fit Analysis
The candidate's projects are highly focused on AI/ML, particularly with OpenAI and Azure services, which aligns well with a Data Scientist role emphasizing modern AI applications. The diversity of applications (voice assistants, RAG, image analysis, supply chain optimization) shows a broad interest within the AI domain. However, the lack of team-based projects or diverse industry experience makes it challenging to fully assess cultural fit beyond technical alignment.
Soft Skills & Operational Fit
The candidate's project descriptions indicate a strong focus on practical application and problem-solving using advanced AI technologies. The personal projects suggest a proactive and self-driven individual. However, without psychometric test results or interview data, it is difficult to assess specific soft skills like teamwork, stress handling, or communication clarity in a professional setting.