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Each node is provisioned with a set amount of processing power and memory. It also has an operating system image and a set configuration of software needed to run your model to get predictions.
Both online and batch prediction run your node with distributed processing, so a given request or job can use multiple nodes simultaneously. You are charged for total node usage by the minute, using an hourly rate.
For example, running two nodes for ten minutes is charged the same as running one node for twenty minutes. Online and batch prediction allocate nodes differently, which can have a substantial effect on what you will be charged. The batch prediction service scales the number of nodes it uses to minimize the amount of elapsed time your job takes. To do that, the service:Scales the number of nodes during the job in an attempt to optimize efficiency.
Each node takes time to get started, so the service tries to allocate just enough of them so that the startup time is countered by the reduction in elapsed time. You can affect the scaling of a batch prediction job by specifying a maximum number of nodes to use. You generally want as many nodes as the service will use, but node usage is subject to the Cloud ML Engine quota policy.
You may want to limit the number of nodes allocated to a given job, especially if you share your project with others and potentially run jobs (both training and prediction) concurrently. The online prediction service scales the number of nodes it uses to maximize the number of requests it can handle without introducing too much latency.
To do that, the service:Scales the number of nodes in response to request traffic, adding nodes when traffic increases, and removing them when there are fewer requests. Keeps at least one node ready to handle requests even when there are none to handle. It scales down to zero when your model version goes several minutes without a prediction request.
The service keeps your model in a ready state as long as you have a steady stream of requests. In this way each prediction can be served promptly. However, it can take a long timetens of seconds, maybe as much as a few minutesto initialize nodes to serve a request when the service has scaled down to zero. Cloud ML Engine automatic scaling for online prediction can help you serve varying rates of prediction requests while minimizing costs.
However, it is not ideal for all situations. The service may not be able to bring nodes online fast enough to keep up with large spikes of request traffic. If your traffic regularly has steep spikes, and if reliably low latency is important to your application, you may want to consider manual scaling.
You can affect the scaling of online prediction for a model version by specifying a number of nodes to keep running regardless of traffic. Setting the number of nodes manually actually stops the service from scaling, which means that the number of nodes you specify will always be ready, and you will be charged continuously for them. You should avoid this unless the number of requests your model receives inherently fluctuates faster than the automatic scaling can keep up.
You set the number of nodes to use by setting manualScaling in the Version object you pass to projects. The data you use for getting predictions is new data that takes the same form as the data you used for training. Online and batch prediction both use the same data (the features of your model), but they require different formats depending on which type of prediction and which interface you use. These formats are summarized in the following table, and described in more detail in the sections below:The basic format for both online and batch prediction is a list of instance data tensors.Download it free and start betting with the M-BET app.
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Go to M-Bet Football normal M-Bet Premier Betting Tanzania With M-BET Tanzania you can bet for your favorite teams of the Premier League: Manchester United, Manchester City, Chelsea, Liverpool, Arsenal, Tottenham, Burnley FC, Watford, Leicester City, Everton, Southampton, Brighton, Stoke City, Bournemouth, Newcastle, Huddersfield, West Brom Crystal Palace, West Ham, Swansea City. This meant that Palestinian taxi drivers had to drive through the Israeli settlement of bet El. This here fellow, now, couldn't make an honest livin' like that, I bet you.
Arledge would 'a' got my decision right hot off the griddle. I'll bet England never knew the Revolution was a-goin' on till it was over.Facebook comps usually involve 'liking' a company's page, so this is for those who don't mind their mates seeing what they're up to. The temptation's to set up two Facebook accounts, yet it's against Facebook's rules to have two, and a few MoneySavers have been banned for this. It's hard to search for competitions on Facebook, so try searching for 'Facebook' on our Competitions board.
Snap-sharing networks Instagram and Pinterest are buzzing with contests. Prizes can be tasty, as Elmo34 found:I entered a photo for a Very. They messaged me and it arrived the next day. Also search for 'Instagram' on our Competitions board. Before entering, search for other entries with the same hashtag to ensure yours stands out from the crowd.
Finally, don't set your profile to private or promoters won't see your entry. Many companies run competitions via the social scrapbook Pinterest, which lets users share favourite images and create virtual pinboards. Find comps by doing a Pinterest search for 'competition', googling or, again, searching our Competitions board. Competitions usually involve pinning or reposting an image or following the promoter's instructions to create a pin board representing their brand.
If you're worried about other compers copying your board before you've officially entered, set it to "secret" until you're ready to make it live. Depending on a contest's end date, you could be notified the next day or next year. The small print usually explains whether you will be contacted by email, phone or post.
Often the postie just turns up with a parcel (every door knock is exciting). For a tiny minority of competitions, promoters ask people to return to the site to see if they've won. This will be in the terms and conditions.
You could also try Googling your name to see if wins appear. Always read all emails carefully, as winning notifications often don't have obvious subject lines. And don't forget to post on the I won.
To help sort 'you're a winner' messages from spam, set up rules to automatically filter winning emails into a special folder. These emails often feature the words 'congratulations', 'won' or 'winner', so automatically move messages with these words in the body or subject line into a competition wins folder. This option's usually found under Edit, Options or Tools on your email account's menu bar. Also, check spam folders in case a vital communication's slipped through. So many prize wins could be missed by not checking your spam folder on a regular basis.
Your spam folder clears after a certain amount of time (depending on your email provider), so check frequently. On Facebook, you'll need to check your spam folder for private messages, as companies sometimes use these to contact you about winning a prize.Please explain how the system works.
Here sat watching all your draws going the right way without staking a penny. Am I going to stake each game separately or there is way of me putting all of it together and just needing one match to make a profit.
Last year doing this I made over 30 points level stakes profit. If you go to our website at Premier Betting you will see our ratings compared to the bookmakers odds this will give you some indication if you are obtaining value in your selection. A tip that you give on a weekly basis and which I like is backing three games to end draw and if one of them ends draw, the punter will end with profit. However, I find choosing these games quite a difficult task because if none of those three matches end in a draw there would be quite a big loss (x3).
I would like to ask you: Which strategy do you use to try and predict that at least one game will end in a draw. This is highlighted in the Premier Football Betting Handbook. Then I look to see if the draw price offers any value and then I asses the form of the two teams involved. How do I know what I should be betting. Should I take into account my overall profit and bet more as I earn more, or stick to picking up lots of small bets.
Betting on football can be profitable but it should be fun and always kept in context. For example, is there money to be had in betting on corners if you do the research.
For example if you wish to back a short priced selection. How do you keep disciplined. Discipline is the key to my draw strategy there will be a week or two where there are no winners but it is then you have to believe in the strategy and stick with it. I like to bet on second leg cup matches as you get more information about what the teams need from the game. Also if you do have a bet and your team are leading you can close out your position for a profit.
Also, where did you hit upon the three draw formula. In this newsletter I am constantly building strategies in sports such as Tennis, Football, Cricket and the NFL. Again I like all my trading to be low risk with much to gain. I spend hours going over spreadsheets and data.Remote Pairing
So yes I think they can play a part this season and go much closer than they did last season. Obviously next week's game at Chelsea is crucial. His Premier Betting website can be found here. Place a bet now with Goal.
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Look for a high scoring game. The Saints have made a huge turnaround in their defense,strategy, welcome to bettingexpert tips basketball our ice hockey section where you'll find free NHL picks, advice and other articles that will help you increase your odds of winning at hockey betting.
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SPORTS PREVIEWS AND BETTING ODDS FROM NATIONAL SPORTS MONITOR.By political reporter Anna Henderson At least 10 Government MPs chose to abstain from Thursday's final conscience vote on same-sex marriage in the House of Representatives. School's first ever formal By Nick Hose There's excitement in the air at St Joseph's Flexible Learning Centre in Alice Springs.
There's never been a better time for Thanksgiving even two weeks late Lateline has finished but what will replace it. Bankrupt bit bin biz Basho Technologies, which developed the Riak distributed NoSQL database, has reached an agreement to sell its remaining assets to Bet365, an online gambling site based in Gibraltar. For those who have been contributing to Riak's development, this amounts to hitting the jackpot, because the company's products will be open sourced.
In a message posted to the Riak mailing list by a colleague, Martin Davies, CEO of technology for Bet365, announced the agreement and plans to open source Basho's products.
That affinity will take a more concrete form as Basho's code gets turned over to the Riak community. Riak developers responded with messages of gratitude. A 2012 funding round from Georgetown Capital Partners and a new CEO, Greg Collins, failed to do much and by 2014, Collins was out. In late 2015, cofounder and ousted chairman of the board Earl Galleher sued Georgetown Capital Partners, claiming that the venture firm's funding terms sank the company. That case continues to plod through the Delaware Chancery Court, delayed most recently by a change in legal representation.
Why not despair about YouTube stars instead. In July, its bills unpaid, Basho was placed into receivership. A spokesperson for Bet365 wasn't immediately available for comment. Open source sets sights on killing WhatsApp and Slack Exclusive See this IMAP, Zuck. It's pointing right at you Petition calls for Adobe Flash to survive as open source zombie Dev thinks we need to keep notable. SWFs readable for the sake of posterity Yahoo.
Here's the keys to ride Vespa into the sunset Whitepapers Get the Most out of Salesforce by Extending ECM How to build stronger relationships and boost sales by extending Enterprise Content Management and Salesforce. The threats and trends IT security professionals, from CISO to Security Operations, should be most prepared to address.
Evaluate your potential for cost savings and business benefits by adopting Mobile at Scale. Sponsored links Get The Register's Headlines in your inbox daily - quick signup. Odds are a numerical expression, usually expressed as a pair of numbers, used in both gambling and statistics. In statistics, the odds for or odds of some event reflect the likelihood that the event will take place, while odds against reflect the likelihood that it will not.
In gambling, the odds are the ratio of payoff to stake, and do not necessarily reflect exactly the probabilities. Odds are expressed in several ways (see below), and sometimes the term is used incorrectly to mean simply the probability of an event. In both gambling and statistics, the 'odds' are a numerical expression of the likelihood of some possible event. In gambling, odds represent the ratio between the amounts staked by parties to a wager or bet. In simplest terms, 6 to 1 odds means if you bet a dollar (the "1" in the expression), and you win you get paid six dollars (the "6" in the expression), or 6 x 1.
If you bet two dollars you would be paid twelve dollars, or 6 x 2. If you bet three dollars and win, you would be paid eighteen dollars, or 6 x 3. If you bet one hundred dollars and win you would be paid six hundred dollars, or 6 x 100.Any unilateral right to withdrawal from the Agreement on the part of the customer (cancellation of bets) following the conclusion of the Agreements is excluded.
The customer may correct or delete the betting slip which has been virtually filled in until the final confirmation of the placement of the bet. Upon the confirmation of the placement of the bet, the customer shall be obligated to fulfil the Agreement and waives any right to revocation or withdrawal from the Agreement. There shall be no obligation on the part of the company to list additional information such as the type of competition (e.
If additional information is nevertheless provided, this shall be without engagement and not have any influence on the settlement of the bets. The same shall apply to all types of statistics, tables and livescores. The company shall be entitled to void respective bets (including retroactively) if there is a suspicion of manipulation or betting fraud.
In legal terms this shall mean that the stake monies in the bets in question shall be credited to the betting account and the customer barred from future betting, the betting account shall be closed and the remaining funds in the account can be paid out.
Disputed settlements or amounts credited for winnings regardless of the type must be received in writing (by mail, fax or email) no later than 14 days after the settlement of the event bet on at Betbull Ltd. In the following cases an individual bet shall be deemed to be void and the stake monies paid back or, if the bet is part of a multiple bet or system bet, it shall be deemed to have won at odds of 1.
If the betting event is cancelled and it is not repeated within 72 hours after the original date (kick-off or starting time). If the betting event is postponed to a date which does not lie within the next 72 hours. If the betting event is part of a tournament (Olympic Games, world championships, World Cups, European championships, European Cups, etc.
If the terminated event is played until the end within the next 72 hours after premature termination, however, the bets shall remain valid. The bets shall also remain valid after the expiry of 72 hours if the betting event is part of a tournament (Olympic Games, world championships, World Cups, European championships, European Cups, etc. If the placement of the bet is concluded after the actual kick-off of the event it is based upon. This shall not apply to those bets, however, which as a result of their type are offered by the company on an ongoing basis after the kick-off of the event, e.
If there is an obvious error in the odds (e. In the event of matches where one team is the home team rights (league matches, cup matches, international competition, etc. In tournaments this arrangement shall not apply. In this case the home team may play without having the rights of the home team. The following rules shall apply in particular to the settlement of the betting outcome:Solely and exclusively the results officially communicated by the association in charge shall apply to the settlement of a bet.
The result after the regular playing time (plus any extra time) shall apply. Any extra time or penalty shooting, etc. At the same time it shall not matter whether such participant plays in the next round or not.
All bets which relate to the exact result (result betting, set betting, handicap betting, etc. If there are two winners the payout is therefore 90 each, and if there are three winners 60 each). If the rules made therein differ from the general sporting rules and arrangements, such shall apply to the execution of the live bet as separate treatments. If a participant withdraws prematurely in competition, bets on such participant shall be void and the other participant deemed to be the winner.
If one or both participants do not take place in the competition or tournament, all bets on this duel shall be deemed to have been won at odds of 1. If both participants place the same in the ranking, the duel shall be deemed to be a tie. The same shall apply if both participants withdrawal prematurely as well. If no tie is offered, all bets on this duel shall be deemed to have been won at odds of 1.
If a participant has withdrawn, but is listed in the ranking as having placed, such participant shall be deemed not to have withdrawn. In tournaments with elimination finals, that participant shall be deemed to be victor who makes it to the next round in the competition (2nd round before the 1st round, semifinals before the quarter-finals, etc.Understanding prediction nodes and resource allocation Cloud ML Engine measures the amount of processing you consume for prediction in node hours.
Node allocation for batch prediction The batch prediction service scales the number of nodes it uses to minimize the amount of elapsed time your job takes. To do that, the service: Allocates some nodes to handle your job when you start it.
Scales the number of nodes during the job in an attempt to optimize efficiency. Shuts down the nodes as soon as your job is done. Node allocation for online prediction The online prediction service scales the number of nodes it uses to maximize the number of requests it can handle without introducing too much latency.
To do that, the service: Allocates some nodes the first time you request predictions after a long pause in requests. Scales the number of nodes in response to request traffic, adding nodes when traffic increases, and removing them when there are fewer requests.
Limitations of automatic scaling Cloud ML Engine automatic scaling for online prediction can help you serve varying rates of prediction requests while minimizing costs. Using manual scaling You can affect the scaling of online prediction for a model version by specifying a number of nodes to keep running regardless of traffic. Prediction input data The data you use for getting predictions is new data that takes the same form as the data you used for training.
These formats are summarized in the following table, and described in more detail in the sections below: Prediction type and interface Supported input format Batch with API call Text file with JSON instance strings or TFRecords file (may be compressed) Batch with gcloud tool Text file with JSON instance strings or TFRecords file (may be compressed) Online with API call JSON request message Online with gcloud tool Text file with JSON instance strings or CSV file Instances JSON strings The basic format for both online and batch prediction is a list of instance data tensors.
Individual values in an instance object can be strings, numbers, or lists. The following special formatting is required: Your encoded string must be formatted as a JSON object with a single key named b64. Online prediction input data You pass input instances for online prediction as the message body for the predict request. Batch prediction input data You provide input data for batch prediction in one or more text files containing rows of JSON instance data as described above.
Runtime versions As new versions of Cloud ML Engine are released, it is possible that models developed against older versions will become obsolete. Runtime versions and predictions You can specify a supported Cloud ML Engine runtime version when you create a model version. Regions and predictions Google Cloud Platform uses zones and regions to define the geographic locations of physical computing resources.
Prediction logging Batch prediction generates job logs that you can view on Stackdriver Logging. Getting predictions from undeployed models You can request batch prediction using a model that you haven't deployed to the Cloud ML Engine service. Model testing You can use the Cloud ML Engine prediction service to host your models that are in production, but you can also use it to test your models. What's next Infer values from new data instances with online prediction.
Home of the national championship game, finalists for some of the more prominent national honors were at the College Football Hall of Fame for the annual awards show. We took the opportunity to poll as many of these college stars about their picks for the playoff.