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This enables you to switch versions without needing to change other application structure you may have built around your model.
It also makes it easy to test new versions with existing data. If you request predictions specifying just a model name, Cloud ML Engine uses the default version for that model. Note that the only time the service automatically sets the default version is when you create the very first one.
You can manually make any subsequent version the default by calling projects. This enables you to, for example, use a stable default version to serve predictions in production while testing newer versions without creating a dedicated model resource for testing.
There are no rules for names beyond those technical requirements, but here are some best-practices:The Cloud ML Engine quota policy sets a limit of 100 models per project and limits the total number of versions (combined between all models) to 200. Cloud ML Engine needs some information to create your model version. You also have some options you can configure. This section describes the parameters of both types. These parameters are defined in the Version object or added for convenience in the gcloud ml-engine versions create command.
You can specify the number of training nodes to keep running for your model version. See the section on scaling for more information. If you are using the gcloud command-line tool to deploy your model, you can use a SavedModel on your local computer.
The tool stages it in the Cloud Storage location you specify before deploying it to Cloud ML Engine. You may have included TensorFlow Ops in your computation graph that were useful primarily in the context of training. Once you've trained your model, you can remove those ops from your graph before exporting your final version.
Much of the advice given in the training application development page is aimed at the prediction experience. In some cases those are changes that you make to your model when the bulk of your training is done and you're ready to start deploying versions. You can send new data to your deployed model versions to get predictions.
The following sections describe important prediction considerations. Cloud ML Engine provides two ways to get predictions from trained models: online prediction (sometimes called HTTP prediction), and batch prediction. In both cases, you pass input data to a cloud-hosted machine-learning model and get inferences for each data instance. The differences are shown in the following table:The needs of your application dictate the type of prediction you should use.
You should generally use online prediction when you are making requests in response to application input or in other situations where timely inference is needed. Batch prediction is ideal for processing accumulated data when you don't need immediate results. For example a periodic job that gets predictions for all data collected since the last job. You should also inform your decision with the potential differences in prediction costs.
If you use a simple model and a small set of input instances, you'll find that there is a considerable difference between how long it takes to finish identical prediction requests using online versus batch prediction.In-Play Set Winner (Current and Next)In the event of a set starting but not being completed then all bets will be void unless settlement of bets is already determined.
In-Play Set Score (Current and Next)If no next set played then bets on that set will be void. In some competitions matches that reach one set are decided by a Match tie-break. In-Play Total Games in Next SetIf no next set played then bets on that set will be void.
In-Play Point BettingBets are offered for a player to win the nominated point. Bets stand regardless of whether or not a point takes place in a tie-break. In-Play Tie-Break Markets (Including Match Tie-Breaks)If a tie-break is not played in the nominated set, all bets on these markets are void.
In-Play - Player to be Broken During MatchIn the event of disqualification or retirement, bets will be void if the player has not yet been broken (unless there is no conceivable opportunity for them to serve again - in which case bets will be settled on the player having not been broken).
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Other SportsArcheryOutright Betting is all-in compete or not. Match Betting - In the event of a match starting but not being completed the following markets will be void, unless the specific market outcome is already determined:To Win MatchTotal Points (2-Way)Set Winner (3-Way)End Winner (3-Way)For betting purposes Extra Arrows will count.
CurlingOutright Betting - All-in, compete or not. LacrosseTournament Outright Betting - All bets will have action. MY ACCOUNTHow do I open an account with betbull. I have forgotten my username or password. I want to close my account. PAYMENTSWhat payment methods can I use. What is the minimum deposit amount. Is there any fees for deposit and withdrawal. How long does deposits take to show on my account. How long does a withdrawal take. What is the maximum bet.
What is the maximum winnings. The maximum winnings differ from sports and can seen on the terms and conditions. OTHERResponsible GamblingPlease see our responsible gambling policy in the Responsible Gambling Section.
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In fact, the research shows that more women are drinking beer than prosecco. I am expecting to see this trend continuing into 2016.
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