Holiday Bonus | 6 Christmas-related High-quality Data Sets + Computing Power
It’s Christmas Eve and Christmas again. Apart from apples and Christmas trees, are there any new things? In order to make the last Christmas of the 2020s different, Super Neuron has brought you multiple Christmas-related data sets today, and also free computing power benefits. Come and claim them!
For Westerners, the Spring Festival is as important as it is for Chinese people. The whole family must celebrate on this day. According to the BBC, the British usuallyI started preparing more than a month before Christmas.During this period, a Christmas lighting ceremony will be held, and the streets and alleys are filled with a strong festive atmosphere. Due to Christmas shopping, gift giving, dinner parties and other carnivals, various related data are also generated.
So, Super Neuro also responded to the situation and specially sorted outChristmas-related datasets and free computing power, I give it to everyone as a Christmas gift, please keep it and thank me!
From these Christmas-related data sets, we can also experience the strong Christmas atmosphere, while at the same time, learning and having fun.
Get the invitation code at the end of the article. After successful registration, you can receive a double welfare gift package!
Six high-quality Christmas datasets that you deserve
● Grab Billboard's 393 Hot Christmas Songs ●
One sentence introduction:Here are the 393 most popular Christmas songs from the past 60 years.
Details:This dataset was collected from Between 1958 and 2017, Billboard's most popular 393 Christmas songsAll of the songs have appeared in the "Top 100 Most Popular Christmas Songs" list in various years. Several of them have been on the list multiple times. "Jingle bell rock" has been on the list 28 times, and "All i want for Christmas is you" has been on the list 20 times.
This dataset was created by merging two data sources, the Billboard Top 100 1958-2017 and the Wikipedia Most Popular Christmas Songs List.
Related scenarios:"When Jay Chou releases a new song next time, can he ask AI to write the lyrics?"
Research direction:Typical applications of sequence modeling (seq2seq) such as machine lyric writing and style learning
● 1600 classic Christmas recipes ●
One sentence introduction:Don’t miss out on the delicious food, there are 1,600 Christmas recipes to unlock.Details:This dataset includes BBC Good Food's 1,600 Christmas recipes, covering the name, description, author, ingredients, cooking steps and other detailed information of the relevant recipes. The file format is JSON, which helps users better understand the common dishes cooked at Christmas and conduct NLP related training.
Related scenarios:Artificial Intelligence Enters the Catering Industry: AI Cocktail Making, the More You Drink, the Better It Is
Research direction:Food matching models, food processing, etc., can use Siamese Neural Networks
● 50,000 Christmas Twitter texts ●
One sentence introduction:What do people like to tweet about on Christmas Eve and Christmas?
Details:The publisher obtained the data on Christmas Eve and Christmas Day through crawlers, totaling 50,000 tweetsThe first field is the publisher ID, and the second field is the HTML metadata. BeautifulSoup or other libraries to parse this data and extract useful information from each tweet.Further research on active users during the Christmas period can be promoted.
Related scenarios:"Social media magic: How to delete a piece of history on the Internet?"
Research direction:Text analysis research, text sentiment judgment
● One million kids’ Christmas wish lists ●
One sentence introduction:Those children who look forward to Christmas and the gifts they expect.
Details:The dataset consists of two parts: the Christmas wish lists of 1 million children (each child contains 100 wish gifts), and also contains a list of 1000 gifts, and a list of 1000 good children that Santa Claus wants to distribute gifts to.
This dataset comes from an online competition. Its original intention is to letUsers can use this dataset to build a toy matching algorithm that can improve the happiness of children and Santa Claus by pairing them with the toys they need.
Related scenarios:《Countdown to Mother's Day, Emergency Guide to Selecting Gifts》
Research direction:User Recommendation System
● Monthly production data set of candy during the US holidays ●
One sentence introduction:Monthly candy production since 1972. Will more candy be given out at Christmas?
Details:The dataset covers the period from January 1972 to August 2017.Monthly candy production in the United States, which involves important holidays such as Halloween, Christmas, and New Year, as well as the decline in candy production caused by a short period of weight loss.
With this dataset, users can track changes in the industrial production index, seasonal changes in candy production, and production forecasts.
● Retail store sales forecast for the holiday season ●
One sentence introduction:During events such as Christmas, store sales dataDetails:The dataset includes historical sales data of 45 stores located in different regions from 2010-02-05 to 2012-11-01, as well as the store number, type and size.
There are four major promotional periods throughout the year, includingSuper Bowl, Labor Day, Thanksgiving and ChristmasThe dataset enables users to model retail data, predict future sales, and understand the impact of strategic decisions on profits and losses.
Related scenarios:"618 Shopping Spree | Uncovering the Secrets of Amazon and Taobao: How to Build Algorithms to Become the Best Shopping Guide"
Research direction:Product sales forecast, user recommendation
Christmas free computing power: configure on demand, ready to use
On this festive occasion, Super Neuro will give you a simple and sincere gift. We strive to make data science engineersSpend the least money and use the most and best computing power!
The partner we are going to introduce this time is OpenBayes, a cloud service that provides cloud computing power for machine learning. They have a large-scale supercomputing cluster, and the GPU cluster architecture is specially designed for matrix computing. AI ApplicationsIt provides computing power containers, and it is very easy to get started and can be used out of the box.
Currently, OpenBayes' computing power container products already support TensorFlow, PyTorch, MXNet Standard machine learning frameworks of different versions and types and various common dependencies in CPU and GPU environments.
and provide CPU, NVIDIA T4, NVIDIA Tesla V100 And other computing resources, whether it is centralized training of massive data or low-power resident operation of models, can easily meet user needs.
OpenBayes supportScript uploadand JupyterLab EditorOnline programming and then model training.
Full tutorial: https://openbayes.com/docs/quickstart/
From Novice to Master: Friendship +999
by MNIST ModelFor example, OpenBayes computing container can be a one-stop solutionDataset Binding,Model Trainingas well asModel UsageAnd other issues.
In the New ContainerBinding DataEnter MNIST to search for the corresponding dataset. Click to select it, and the MNIST dataset will be bound to the /input0 directory of the "Computing Power Container".
Then select the correspondingComputing container:
chooseMirror (supports mainstream operating environments and various common dependencies),SureAccess method (you can upload Python scripts or run them in Jupyter Lab).
After submitting the task, wait 1-2 minutes for the task to start executing. The time it takes to start a task is usually related to the size of the bound data set. The larger the required data set, the longer it takes to prepare the container for execution. This completes the task.Model Trainingprocess.
Full tutorial: https://openbayes.com/docs/tutorial-mnist/
Currently, the OpenBayes container supports creating tasks or Jupyter Notebooks. TensorBoard .
You can use TensorBoard to display TensorFlow graphs, plot quantitative metrics generated by the graph, and display additional data (such as the images passed in it).
Register as a new user to enjoy GPU computing power!
access openbayes.com, click on the official website to register immediately, and there will be free gifts every week during the internal test period, so you don’t have to compete with classmates and colleagues for computing power~
Event Description access openbayes.com Register as a new user with the invitation code [HyperAI]You can enjoy
600 minutes of CPU + 300 minutes of NVIDIA T4 per week Free computing power~
All Christmas datasets have been published to the platform's public datasets~
