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Anastasiya Lis's Projects

alexa_reviews_sentiment_analysis icon alexa_reviews_sentiment_analysis

In this project the sentiment analysis of Alexa reviews is conducted to provide recommendation for the possible improvements in new models of Alexa based on what people like and dislike about previous models.

dialogue-summarization-project icon dialogue-summarization-project

This project leverages FLAN-T5 from Hugging Face to perform dialogue summarization, fine-tuning with ROUGE, and detoxifying summaries using PPO and PEFT.

ecommerce_satisfaction_prediction_deployment icon ecommerce_satisfaction_prediction_deployment

This project is made around the data of 100k orders of a Brazilian e-commerce store "Olist". It includes EDA, customer satisfaction prediction, NLP of reviews, clustering and RFM analysis along with the project deployment in Streamlit.

generative-ai icon generative-ai

Sample code and notebooks for Generative AI on Google Cloud

handson-ml3 icon handson-ml3

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

movie-similarity-from-plot icon movie-similarity-from-plot

In this Project, NLP techniques are used to find the degree of similarity between movies based on their plots available on IMDb and Wikipedia

receipt_scanner icon receipt_scanner

Advanced receipt OCR and analysis using PaddleOCR, GPT-3.5-turbo, Plotly, and Gradio for interactive visualizations.

sleep_disorder_prediction icon sleep_disorder_prediction

The analysis and classification of sleep, cardiovascular metrics, and lifestyle factors, for close to 400 fictive persons aiming to identify whether a potential client is likely to have a sleep disorder.

tenderai icon tenderai

The goal of the project is to extract the technical characteristics of equipment from different formats of documents used in tenders.

the-green-future-index-project icon the-green-future-index-project

SQL analysis of The Green Future Index dataset compiled by MIT. The Green Future Index is a ranking of 76 leading countries and territories on their progress and commitment toward building a low carbon future. It measures the degree to which their economies are pivoting toward clean energy, industry, agriculture, and society through investment in renewables, innovation, and green finance. The goal of the project is to provide data-driven recommendations for policy makers using SQL.

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