The two main elements of SEM are paid advertising and search engine optimization. One of the most widely-used metrics in Google Analytics and web traffic tracking, pageviews refers to the number of times a user visits a webpage. Unique pageviews goes a step further and counts only the pageviews of unique individuals . This refers to two people or characters that you feel are meant for each other. A reference to the Star Wars movies, this abbreviation is used when someone is sending words of encouragement or motivation to another user.
User interface is the aspects of a website or product with which the user interacts with directly. To use an analogy, user interface is the saddle, the stirrups, and the reins. In an app like Buffer, the user interface is the buttons, the composer windows, the screen and mouse and keyboard. Often used as a hashtag, TBT is when users share a photo from their past, often baby photos or, in the case of companies, photos from their early years. Share of Voice is the percentage of all the online content/conversations about your company compared to the content/conversations about your competitors. Tools like Social Mention can help in discovering your Share of Voice.
Machine Learning Explainability of Black-Box Model
This one can be used when resharing something from earlier or in a “things you should know today” format. HTML is the coding language used to build webpages and any other information viewable on the web. HTML is the foundation and the frame of every website you visit. A simple shorthand response when someone corrects someone else online. It’s used to ask for a simple explanation to a complex topic. CRM is a way of managing the interaction and communication between your business and its leads or customers.
So it becomes necessary to check how the model is arriving at the solution. Model interpretation is also important for presenting our solution to business people, who don’t care about our code and the fancy loss functions that we have used. It is not convenient to do that all when working interactively in IPython notebooks, so there are eli5.show_weights() andeli5.show_prediction() functions which do explanation and formatting in a single step. This copywriting formula helps devise a list of events that a reader can take toward converting. It’s particularly effective in website copy, online ads, email, blog posts, and social media updates.
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Here we reproduce the ROUGE evaluation from the original ELI5 paper to be able to comparable our performance to theirs. Our generation setting leads to lower ROUGE-1 and ROUGE-2 than the state-of-the-art reported in BART (30.6 and 6.2 respectively), and higher ROUGE-L (24.3). The eli5_utils.py script provides utilities to create and query an ElasticSearch index from within Python. ELI5 is an acronym utilized to tell a person to explain a complex idea to him as if he was a 5-year-old.
CLIP is the first multimodal model tackling computer vision and was recently released by OpenAI on January 5, 2021. At test time, the Retriever Model encodes the question, and compares its embedding to the pre-computed representation of all the Wikipedia passages. The ten passages with the closest embedding are returned to create the support document. We got lucky this time, but this passage could as easily have been ranked 11th and not been included in the support document we provide to the answer generation system. As it is, the model will have to sort through mostly off-topic information to find this sentence when reading the resulting supporting document.
Welcome to ELI5’s documentation!¶
Depending on an estimator, you may need to pass additional parameters to get readable results – e.g. a vectorizer used to prepare features for a classifier, or a list of feature names. Bossgalaga launched their new subreddit by explaining its name, Explain Like I’m Five. Reddit users quickly began prefacing their questions with a shortenedELI5.
We posted thirteen of the clearest responses from the ELI5 challenge, in which experts explain what they do and where they need help, asking information designers to depict the challenges visually. Maybe you read a few news articles and an ELI5 on Reddit that was still pretty dense and gave up. Like Man crush Monday, ETC Woman crush Wednesday is a chance for social media users to share an update or a photo with reference to a woman they like or admire. KPIs are the benchmarks and goals that are most important for your business. They help you determine how well your campaigns and strategies are performing. Social media KPIs could be the amount of engagement or shares you’re receiving on your profiles.
In 2013, the company even named its first original video series after the subreddit. The videos take a comedic approach to the subreddits’ premise and explain things like the Syrian crisis and philosophy to actual 5-year-olds. In 2011, the subreddit r/ExplainLikeImFive was created, and ELI5 became one of the most common acronyms used in educational circles on the internet.
- Help support Wordnik (and make this page ad-free) by adopting the word ELI5.
- Metaphors and similes are used to compare new concepts to more recognizable ones.
- ELI5 is short for “Explain Like I’m 5,” a request for a simple explanation to a complicated question or problem.
- So, if taken literally, they would explain something in a way that a 5-year-old would understand.
- A hat tip is a way for users to give thanks or acknowledgement to other users.
If you create a ‘percent_change’ column as suggested above, you’ll find that the percentages probably won’t sum to 100%, even if ignoring negative values. Again, this would be due to interactions, where the effect of removing one feature on its own may not be huge, https://www.beaxy.com/ but if more were removed / shuffled at the same time, the model performance could deteriorate non-linearly. However, depending on the nature of your data, it may be that the change in score for even the top-ranked feature is small relative to the baseline.
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I have used this for several regression models, e.g. multiple linear regression, Support Vector Regression, Decision Tree Regression and Random Forest Regression. I am using it to interpret the importance of features for all these models. We have trained a retrieval model that seems to be working a little better than the traditional word-matching based approach, at least on our running example. Before we use it to actually answer questions, however, we would like to be able to get some quantitative evaluation of the performances of both approaches. Thankfully, some recent XRP works have taken advantage of advances in pre-trained contextual word representations to solve this problem.
How can you have an ‘exclusive’ when that other media organisation already knows?
Does the SMH understand what the meaning of the word ‘exclusive’ is?
— Andrew Rollason 😸 (@rollo75) September 5, 2021
Through this powerful yet simple mechanism, all the team members are able to work on a single code base (a.k.a. the master branch) through a well-documented approach. To add entries to your own vocabulary, become a member of Reverso community or login if you are already a member. Suppose if we wish to debug and check how the outcome has been predicted for a particular row. Here is a portion of the decision tree with feature weights.
Modified tweets occur when a user is attempting to manually retweet but the tweet is too long and you have to modify the original tweet. The issues with length can occur if you’re trying to add your own commentary to an already-long tweet. Music Monday was originally used to share the music you were listening to that day. It’s no longer as popular of an abbreviation as it used to be. Used in advertising and marketing environments, an insertion order is a written contract between an advertiser and an ad agency or media rep, often used for print or broadcast ads. Typical IOs include air date and time, number of times for the ad to be shown, and costs.
- The higher the position, the more critical the features are affecting the scoring.
- So, behind the scenes eli5 has calculated a baseline score with no shuffling.
- As platforms like Twitter also have a character limit, these explanations have to be abbreviated even further than they are on Reddit.