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Eason Lai's Projects

agentgpt icon agentgpt

🤖 Assemble, configure, and deploy autonomous AI Agents in your browser.

analyze_customer_reviews_with_aoai icon analyze_customer_reviews_with_aoai

This demo repository demonstrates how to analyze customer reviews with Azure OpenAI Service (AOAI). I leveraged "ASOS Customer Review" from Kaggle to obtain valuable insight from the customer review content.

auto-gpt icon auto-gpt

An experimental open-source attempt to make GPT-4 fully autonomous.

azure_openai_langchain_sample icon azure_openai_langchain_sample

This repository contains various examples of how to use LangChain, a way to use natural language to interact with LLM, a large language model from Azure OpenAI Service.

chat_with_csv_streamlit_with_chart icon chat_with_csv_streamlit_with_chart

In this repository, you will find an example code for creating an interactive chat experience that allows you to ask questions about your CSV data with chart visualization capabilities.

chat_with_pdf_streamlit icon chat_with_pdf_streamlit

In this repository, you will discover how Streamlit, can work seamlessly with Azure OpenAI Service's Embedding and GPT 3.5 models. These tools make it possible to create a user-friendly web application that enables users to ask questions in natural language about a PDF file they have uploaded.

chat_with_pdf_streamlit_llama2 icon chat_with_pdf_streamlit_llama2

In this repository, you will discover how Streamlit, a Python framework for developing interactive data applications, can work seamlessly with the Open-Source Embedding Model ("sentence-transformers/all-MiniLM-L6-v2") in Hugging Face and Llama 2 🦙🦙 model.

chat_with_pdf_table icon chat_with_pdf_table

The contents of this repository showcase how to extract table data from a PDF file and preprocess it to facilitate word embedding. This preprocessing step enhances the readability of table data for language models and enables us to extract more contextual information from the tables.

chatbot_with_pdf_streamlit icon chatbot_with_pdf_streamlit

This code example shows how to make a chatbot for semantic search over documents using Streamlit, LangChain, and various vector databases. The chatbot lets users ask questions and get answers from a document collection. The code is in Python and can be customized for different scenarios and data.

content_based_product_recommendation_samples icon content_based_product_recommendation_samples

The sample code repository leverages Azure Text Analytics to extract key phrases from the product description as additional product features. And perform text relationship analysis with TF-IDF vectorization and Cosine Similarity for product recommendation.

correctly_face_masked_recognition icon correctly_face_masked_recognition

This is a code sample repository for using Convolutional Neural Network (CNN) to build an image classification model to recognition people are correctly wearing the face mask or not.

covid19_hk_analysis icon covid19_hk_analysis

This is code sample of data analysis (with visualization) for COVID-19 cases in Hong Kong. Data is obtained from official data.gov.hk.

customer_segmentation_with_rfm_k-means icon customer_segmentation_with_rfm_k-means

This is a code sample repository to leverage the famous Online Retail dataset by UCI Machine Learning Library to perform Customer Segmentation with RFM Modelling and perform clustering by K-Means cluster algorithm.

diabetes_prediction_lr_xgb icon diabetes_prediction_lr_xgb

This is a sample code repository to leverage classic "Pima Indians Diabetes" from UCI to perform diabetes classification by Logistic Regression & Gradient Boosting algorithms.

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