Big data Project - using sentence embedding(word2vec, doc2vec) and gradient boost models such as catBoost

1. Collect and process pdf data dump from COVID-19 Open Research Dataset Challenge (CORD-19)

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2. Analyze the data and provide publication statistics such as the number of publications according to time, location but not limited to. Provide (any type of) visualization for the results.

3. Learn sentence embedding from the articles' abstract and main content respectively.

4. Build a tool for question answering: given a user input sentence or query, outputs the top 10 most relevant sentences from the data and the source of the data, i.e., the sentence comes from which article. The tool could be command-line based or a simple Web-based interface.

Note that the dataset is large, so if you have difficulties processing all the articles provided in the dataset, you could work on part of it but no less than 5000 articles. And provide justification of why you choose the number of articles to work o

Evner: Python, Big Data, Datavidenskab, Neural Networks, Web Skrabning

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Om arbejdsgiveren:
( 1 bedømmelse ) sydney, Australia

Projekt ID: #31906837

7 freelancere byder i gennemsnit $169 timen for dette job

(41 bedømmelser)
(68 bedømmelser)

Hi, Hope you are doing well. I have over 6 years of rich experience in data science and machine learning. I have worked hands on in Python with different datasets for data wrangling, data manipulation, data analysis Flere

$250 AUD in 5 dage
(14 bedømmelser)

Hello, I am a data scientist with strong background in machine learning and statistics and more than 3 years in building complex ML systems in NLP, computer vision, active learning, federared learning, few-shot learnin Flere

$200 AUD in 7 dage
(11 bedømmelser)

Hello, There I am a talented python web scraper and automation specialist. I am familiar with data extracting using requests, scrapy, selenium and bs4, so I have rich experience in scraping of many plat Flere

$139 AUD in 7 dage
(3 bedømmelser)

Dear Client Thank you for your project. I've just checked your job description carefully. I'm senior developer with 9+ years of Python. By using Python, I developed AI engine, BOT, Web Scraping Tools, Web Searching Too Flere

$140 AUD in 7 dage
(1 bedømmelse)

Hi dear, I have read your job description carefully and I am very interested in your pdf scraping project. I will use Beautifulsoup to perform your large data scraping. Beautifulsoup is very good python scraping libra Flere

$140 AUD in 7 dage
(0 bedømmelser)