Transforming Text Data: Advanced Machine Learning Techniques for
Insights Analysis and Visualization


Programing Language:  Python  |  HTML/CSS/JAVASCRIPT  


☞ Check the Project's Full Documentation Here

After a long, exhausting battle, while sipping coffee the next morning, an intriguing thought pop into my head, "What a journey! I've developed a web app to transfer text data into digital insights, and invite humanity to re-question the notions of AI mind and intelligence. Am I not, in essence, striving to decipher the computer 'mind' through its own language system along the way?".


This project aims to leverage machine learning and AI techniques—including Knowledge Graphs, Natural Language Processing (NLP), Distant Reading, Graph Neural Network, and LLMs—to explore potential solutions for deciphering the concept of the " AI Mind" through domain specificity and computational cognitive dimensions. By analyzing text data with statistical algorithms and NLP techniques, it is hoped that this exploration can deepen our understanding of how AI transforms data into information, and information into insight, through analysis, visualization and generation. And envision whether there will be a possible future where AI possesses higher order cognitive processing ability to understand the deep semantic meaning within human language.

By integrating nuanced human insights, this interactive and artistic representation of "AI mind" seeks to provide a novel and intriguing opportunity for humanity to collectively re-question ourselves the notions of 'Mind' and 'Intelligence'.

Full-stack WEB Application Final presentation

Social Interaction Analysis for the Book ' Pride and Prejudice '
Social Interaction Analysis for selected users on Facebook Platform
Social Interaction Analysis for the Book ' Alice's Adventure in Wonderland '
Sentiment Analyzer Model trained on Social Media Contents
Generate your own Social Knowledge Graph
Generate your own Digital Story
AI Vision


In the middle of this project, I began drafting a paper titled " The Evolution of Cognitive Representation from Cortex to Computing: The Visualization of Mind ". This work mainly reviews how the mind has been portrayed throughout the history of neuroscience, both from scientific and artistic perspectives. The final section of the paper briefly discussed the visualization of mind in artificial intelligence field, and how our current AI model akin to human cognitive function in both theoretical and practical way. The discussion then circles back to this project.

As we trace the evolution of cognitive representation from historical contexts and delve into recent advancements and setbacks in AI, the convergence of artificial intelligence with our deeper understanding of human cognition raises profound questions about the nature of 'intelligence', 'cognition', and 'perception'. Although our current AI systems are inspired by animal and human neural system, and inherently connected to human cognition, they have not yet achieved full parity with human capabilities with no doubt. The human brain is, by nature, a highly sophisticated and complicated computational machine. Despite remarkable advancements in science, math, and technology, we have only began to unravel the complexities of our remarkable brain. Whether AI will ever truly match human cognitive capabilities remains speculative and depends not only on technological advancements but also on deeper philosophical understanding and ethical considerations.

The intersection and convergence of cognitive science, technology, and art, to me, is a poetic way to illuminate the imperceptible of human nature. It is my hope that through the technologies we've developed, the narratives we've crafted, and the data we've meticulously analyzed, both natural and artificial phenomena can be understood more intuitively and insightfully. AI, perhaps the most transformative tool in human history, holds the potential to fundamentally alter our world into a more sustainable and peaceful environment, provided it is steered with the right ethical and philosophical guidance.

As we all strive to understand our very own experiences of joy and sorrow daily, what the future AGI’s motivation could be? How can we collectively forge an environment that fosters more joy and beauty in this potential 'digital mind',  instead of perpetuating the biases and hatred that already existing within our species?

For more details behind this project please check here

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