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Hello Developers, I’m M. Ajay Sivakumar, founder of NeuralNovaAI Research Lab a frontier innovation hub where we push the boundaries of artificial intelligence
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Decoder_model
May 10, 2025 – May 10, 2025
This repository contains implementations of decoder-only Transformer models integrated with Progressive Neural Networks (PNN), designed for text generation and continual learning. These models are autoregressive, making them ideal for tasks like natural language generation, and leverage PNN to adapt to new tasks without forgetting previous ones.
View ProjectDeepSite_Replica
May 8, 2025 – May 21, 2025
This is a basic experimental model I've named 'Deepsite Replica.' While it's inspired by Deepsite, please note that it is not intended to function at the same level—it's a simplified version incorporating an agent system for testing purposes.
View ProjectImg_Generation_model
April 22, 2025 – April 27, 2025
This project uses a Deep Convolutional Generative Adversarial Network (DCGAN) implemented in PyTorch to generate realistic human face images, trained on the CelebA dataset.
View ProjectSelf_learning_agent_with_a_PNN
April 19, 2025 – May 10, 2025
Self_learning_agent_with_a_PNN — GitHub repository
View ProjectPersonal---RAG
April 15, 2025 – May 21, 2025
The Llama3 RAG System is a Retrieval-Augmented Generation (RAG) application that allows users to upload text documents, index them, and query information using a combination of document retrieval and language model generation. It leverages LangChain, FAISS, and Hugging Face models to provide accurate, context-aware responses.
View ProjectEncoder-Only-Models
April 12, 2025 – April 19, 2025
This repository contains PyTorch implementations of encoder-only transformer architectures
View ProjectResearch_Agent_Prototype
March 31, 2025 – April 14, 2025
Large Language Models (LLMs) like GPT and Transformer-based architectures have unlocked a new era of intelligent AI agents capable of autonomous research, analysis, and decision-making. My AI-powered research agent leverages this power to automate web research and generate structured insights.
View ProjectCancer-Detection-with-medical-advice
March 30, 2025 – April 14, 2025
This repository contains two Python scripts designed to classify cancer stages from images using a Convolutional Neural Network (CNN) with transfer learning (VGG16) and provide automated medical advice using a language model (LLaMA-3B).
View ProjectWeak_AI
February 9, 2025 – April 14, 2025
Weak AI (Narrow AI) refers to artificial intelligence systems designed to perform specific tasks without possessing general intelligence or self-awareness. Unlike Strong AI, which can think and reason like humans, Weak AI is task-oriented and operates within predefined parameters. Examples include virtual assistants Siri and Alexa
View ProjectText_Summarisation
February 8, 2025 – April 14, 2025
Transformer-based Text Summarization(My own designed transformer) [!This project is just for my practice for real-time use; it required high-level training]
View ProjectCultural Fit Analysis
The candidate's portfolio consists entirely of personal projects, indicating a strong passion for AI/ML and self-directed learning. The projects are diverse within the AI/ML domain, aligning well with the experimental and research-heavy nature often found in Data Scientist roles. However, the lack of team-based projects or professional experience makes it difficult to fully assess cultural fit in a collaborative work environment.
Soft Skills & Operational Fit
The candidate's project descriptions suggest a self-starter attitude and a strong drive for experimentation and learning. However, without formal work experience or psychometric test results, it is difficult to assess collaboration, stress handling, or other operational fit aspects.