Posts listed under tag: nlp

• Jun 12, 2024

  Gradio Interface for RAG Chatbot

  In this notebook we will create a simple interface using the Gradio framework for users to interact with our RAG enabled chatbot and maintain their database of reference documents.
  Categories: Deep learning ,  Misc



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• May 26, 2024

  Improving Large Language Models (LLMs) Through Retrievel Augmented Generation (RAG)

  In this notebook we will explore running an LLM locally, as well as how our model can utilize RAG to alleviate problems of hallucination and knowledge gaps in the training data.
  Categories: Deep learning ,  Data wrangling



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• May 20, 2024

  MALRec - Another Anime Recommendation System

  End to end recommendation system project covering data collection to web application deployment. The aim is to create personalized recommendations based on their preferences and viewing habits. This system also considers multiple users simultaneously for group-based suggestions.
  Categories: Data wrangling ,  Data analysis ,  Visualization ,  Machine learning ,  Misc



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• May 3, 2024

  Exploring Anime Recommendation System Approaches

  In this notebook we will be exploring recommendation systems using 3 different approaches, applying them to data we have scraped from a popular anime database/community website.
  Categories: Data analysis ,  Machine learning ,  Visualization ,  Misc



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• Mar 24, 2024

  Python2SD - Generate images from your drawings within an interface

  Created an interface using Python for users to draw on, integrating Stable Diffusion for image generation in near real-time. The solution involves sending JSON payloads as API calls to our generative model each time a user adds an element to their drawing. Relevant files can be found in my Github repository.
  Categories: Misc ,  Deep learning



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• Feb 20, 2024

  Text Classficiation with DistilBERT (IMDB Dataset)

  In this notebook we will be exploring the IMDB dataset available on Kaggle, containing 50,000 reviews categorised as either positive or negative reviews. A text classification model will then be fine-tuned over DistilBERT and evaluated.
  Categories: Data analysis ,  Visualization ,  Machine learning ,  Deep learning



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• Jan 1, 2024

  Rainfall in Singapore

  In this notebook we will be exploring rainfall patterns in Singapore, showing the seasonal patterns of rainfall and how some areas of the island receive more rainfall than others. Models will also be built and tested to forecast monthly rainfall on the island.
  Categories: Data analysis ,  Visualization ,  Machine learning ,  Deep learning



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• Jan 1, 2024

  Telegram Chat History Analysis

  In this notebook we explore and analyse chat data of a controversial chat group where users discussed issues relating to the COVID-19 pandemic.
  Categories: Data wrangling ,  Data analysis ,  Visualization ,  Misc



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• Jan 1, 2024

  Handwriting Recognition

  In this notebook we build and deploy a flask web application to detect and recognise handwritten words from an image.
  Categories: Data wrangling ,  Visualization ,  Deep learning



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1 numpy pandas matplotlib seaborn scikit-learn classification statistics nlp fun scipy dimensionality_reduction webscrape tensorflow computer_vision requests html bs4 transfer_learning regression pytorch nltk multiprocessing kaggle generative_ai featured competition transformers statsmodels statsmodel sql recommendation ollama object_detection langchain forecast flask embedding database cv2 automation api tkinter statistics math gradio