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melodie1107's Projects

image_segmentation_dl icon image_segmentation_dl

:bread: 基于深度学习方法的图像分割(含语义分割、实例分割、全景分割)。

ml-nlp icon ml-nlp

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

opencv icon opencv

Open Source Computer Vision Library

sentiment-analysis-of-text-data-tweets- icon sentiment-analysis-of-text-data-tweets-

This project addresses the problem of sentiment analysis on Twitter. The goal of this project was to predict sentiment for the given Twitter post using Python. Sentiment analysis can predict many different emotions attached to the text, but in this report, only 3 major were considered: positive, negative and neutral. The training dataset was small (just over 5900 examples) and the data within it was highly skewed, which greatly impacted on the difficulty of building a good classifier. After creating a lot of custom features, utilizing bag-of-words representations and applying the Extreme Gradient Boosting algorithm, the classification accuracy at the level of 58% was achieved. Analysing the public sentiment as firms trying to find out the response of their products in the market, predicting political elections and predicting socioeconomic phenomena like the stock exchange.

twitteranalysis icon twitteranalysis

Python Notebooks for Collecting Tweets and Analyze their text using various text classification and clustering techniques

twitterresearch icon twitterresearch

A starter kit with code for data collection, preparation, and analysis of digital trace data collected on Twitter

twittersearchapi icon twittersearchapi

This is a small example repository of how we can search and save Tweets from Twitter without using their official API. The code is suitable to be built as a library and included as a maven artifact as well.

twords icon twords

Twitter Word Frequency Analysis

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