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The game was played at Hard Rock Stadium (the formerly- named- Joe Robbie Stadium) in Miami Gardens, Florida for the fifth time (and in South Florida for the tenth time), on February 7, 2. Super Bowl yet. This was the Saints' first Super Bowl appearance and the fourth for the Colts franchise, their second appearance in four seasons. The Saints entered the game with a 1. Colts' 1. 4–2 record. In the playoff games, both teams placed first in their respective conferences, marking the first time since Super Bowl XXVIII (1. Super Bowl. The Colts entered the Super Bowl off victories over the Baltimore Ravens and New York Jets, while the Saints advanced after defeating the previous year's runners up the Arizona Cardinals and then overcoming the Minnesota Vikings in the Conference Championship. It was also the first time both teams started out with a thirteen- game winning streak. Down 1. 0–6 at halftime of Super Bowl XLIV, in what many consider the turning point of the game, New Orleans successfully recovered a surprise onside kick on the second half kickoff, then took their first lead of the game on Pierre Thomas's 1. The Colts responded with Joseph Addai's 4- yard touchdown run to regain the lead at 1. The Saints then scored 1. Tracy Porter's 7. New Orleans quarterback Drew Brees, who completed 3. Super Bowl MVP. Super Bowl XLIV was the last Bowl to have a uniquely designed logo as its predecessors had – starting with Super Bowl XLV the logo was permanently settled to bear the Vince Lombardi Trophy for future editions with the Roman numerals being the sole changes for each year. On October 6, 2. 00. Miami as the host city, with the formerly- named- Joe Robbie Stadium as the venue. 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Super Bowls XXI and XXII were both played in California: XXI at Pasadena's Rose Bowl Stadium and XXII at San Diego's Jack Murphy Stadium. Miami became the first city to host two Super Bowls designated as a National Special Security Event (NSSE). In the wake of the September 1. Super Bowl since Super Bowl XXXVI has been designated as an NSSE. Super Bowl XLI was Miami's first Super Bowl designated as an NSSE. Pro Bowl changes. The game also changed venues from Aloha Stadium in Honolulu, Hawaii, where it had been held since 1. Sun Life Stadium in Miami (the same city and stadium hosting the Super Bowl itself). Fourteen players from the Super Bowl participants, seven from each team, had been selected but were unable to participate due to the change. The new schedule took advantage of the bye week given to the conference champions to rest and prepare for the Super Bowl. The NFL has indicated this may not be a permanent transition, and has discussed a possible rotating location for the Pro Bowl in the future. The game has been played in Hawaii every year since 2. The move also meant that the Pro Bowl, which was won by the AFC by a score of 4. NBA All- Star Game, the second full day of competition in the 2. Winter Olympics, and the 5. Daytona 5. 00, as would have been the case had the game been played on February 1. Super Bowl scheduling. New Orleans Saints. After joining the NFL in 1. Five years later, the New Orleans area suffered another setback when the Louisiana Superdome was devastated with the rest of the city by Hurricane Katrina, forcing them to play all of their home games in 2. Effect of Hurricane Katrina on the New Orleans Saints). But in the offseason, the team's fortunes began to turn. 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With fullback Heath Evans out of action due to injury for most of the season, Dave Thomas often lined up as a fullback, with tackle Zach Strief serving as an extra blocker on short yardage plays. The ground attack was led by running backs Pierre Thomas and Mike Bell. Thomas rushed for 7. Bell added 6. 54 yards on the ground. Bush was also a major contributor, rushing for 3. New Orleans also had a strong offensive line with three Pro Bowl selections: guard Jahri Evans, center Jonathan Goodwin, and tackle Jon Stinchcomb. Defensive lineman Will Smith led the team in sacks with 1. Another big weapon on defense was linebacker Jonathan Vilma, who led the team with 8. The Saints' secondary was led by 1. Darren Sharper, who recorded 9 interceptions and set an NFL record by returning them for 3. Cornerback Tracy Porter was also effective, recording 4. The Saints started out the season strong, winning their first 1. But then they became the first 1. After losing their 1. Dallas Cowboys 2. Tampa Bay Buccaneers (2. Garrett Hartley missed a potential game winning field goal. With the team's playoff seed clinched, Head Coach Sean Payton chose to rest Brees and other starters in the final game of the season, resulting in a 2. Carolina Panthers. The string of defeats cast a cloud over the team's postseason chances. Still, they clinched the #1 NFC playoff seed and scored 7. Super Bowl. Indianapolis Colts. Once again, the Colts boasted a powerful offense led by 1. Pro Bowl quarterback Peyton Manning, who threw for over 4,5. National Football League Most Valuable Player Award. Under the protection of Pro Bowl center Jeff Saturday and the rest of the line, Manning had been sacked just 1. NFL. His top targets were veteran receiver Reggie Wayne and tight end Dallas Clark, who both recorded 1. Wayne led the team with 1,2. Clark was second with 1,1. Manning also had other reliable targets, such as recently drafted receivers Austin Collie (6. Pierre Gar. Running back Joseph Addai led the Colts' ground game with 8. Indianapolis' defensive line was led by Pro Bowl defensive ends Robert Mathis and Dwight Freeney. Freeney led the team with 1. Mathis added 9. 5 sacks and forced 5 fumbles. Behind them, the Colts had a solid corps of linebackers featuring Clint Session and Gary Brackett, who each recorded 8. Pro Bowl safety Antoine Bethea led the secondary with 7. Under their new coach Jim Caldwell, the Colts started off the season with 1. New York Jets, 2. Caldwell made the controversial decision to rest his starters after the team took a slim lead rather than keep them in to play for a chance at a 1. Indianapolis finished the season at 1. Buffalo Bills, in which they rested their starters and went on to advance to the Super Bowl, making them perfect in all their games in which their starters played all four quarters. Caldwell led the Colts to the Super Bowl the season after Tony Dungy retired, just like in Tampa Bay when Jon Gruden led the Bucs to Super Bowl XXXVII after Dungy was fired. Senior offensive line coach Howard Mudd retired following the game. Against the Colts, however, all they could manage was a field goal on their opening drive. Indianapolis built up a 1. Matt Stover field goal and Manning's touchdown passes to Wayne and Collie. In the second half, the Colts survived two interceptions from Baltimore safety Ed Reed on one drive, one of which Reed fumbled, and the other which was called back by a penalty. Stover, who spent 1. Modellfranchise, finished the drive with his second field goal to make final score 2. Their next opponent was the Jets, who had made the playoffs in part due to Caldwell's decision to bench his starters in their Week 1. This time, the Colts would have to mount a comeback, as New York built up a 1. Yet Indianapolis would step up to the challenge, scoring 2. First, Manning completed three passes to Collie for 8. Manning added two more touchdown passes in the second half, one to Gar. Manning finished the game with 3. Gar. Arizona was coming off a 5. Green Bay Packers in which they racked up 5. However, although Arizona scored on their first play of the game, New Orleans dominated the Cardinals with 3. First, Lynell Hamilton scored on a 1- yard run. Then, Sharper recovered a fumble from Arizona, setting up Brees' touchdown pass to Shockey. Following a punt, Bush scored on a franchise playoff record 4. In the second quarter, Brees added two more touchdown passes, one to Henderson on a flea flicker and the other to Colston that was set up by a Will Smith interception, giving them a 3. Ford F- 4. 50 Reviews and Rating. Ford’s heaviest- duty F- 4. Ford- designed 6. While the 2. 01. 2 Ford F- 4. F- 2. 50 and 2. 01. F- 3. 50, the 2. 01. Read about everything that gets checked when a Ford Certified Pre-Owned vehicle goes through it's 172-Point Inspection. Genuine Ford Accessories for your Ford F-250, F-350 Super Duty truck. Use your smartphone to start, lock, unlock or find your vehicle from nearly anywhere with this ingenious App. An optional security feature detects shocks and impacts. Our Services. With over one million combined hours of Ford specific training, our Technicians will keep your Ford running like-new. 99T: Engine: 6.7L Power Stroke V8 Turbo Diesel B20: $8,795: 17S: STX Appearance Package: $1,180: 15L: 18K Fifth-Wheel Hitch Kit (Pre-Installed) $1,095: 90L: Power. Best-in-class payload, best-in-class GCWR, best-in-class towing, best-in-class 5th wheel/gooseneck towing, and the list goes on for Ford® Super Duty capability. Edmunds has detailed price information for the Used 2011 Ford F-350 Super Duty. Save on one of 20 Used 2011 Ford F-350 Super Dutys near you. Find detailed gas mileage. 1500F 1500FDSC BDS Suspension 8" Coil Over Suspension Lift Kit System for 2011 - 2016 Ford F250 / F350 Super Duty 4WD pickup trucks. F- 4. 50 makes up for it in towing capacity. Ford’s F- 4. 50 comes in four trim levels, varying from the work- truck oriented F- 4. XL, to the luxury- hauler F- 4. King Ranch. All F- 4. Crew Cabs, with an 8 foot bed, four- wheel drive, dual rear wheels, and with the 6. V- 8 producing 4. The diesel is mated exclusively to a six- speed automatic transmission. The interior of the 2. F- 4. 50 ranges from the no- frills vinyl- covered worker’s special F- 4. XL, to lavishly equipped in the top- of- the- line F- 4. King Ranch. Towing capacity is the same for all F- 4. Push Button Start Vehicles 1. Transmitter (key fob) learn procedure: a. Disarm the vehicle security system by pressing UNLOCK on the OE remote keyless entry fob. When equipped with the factory- installed fifth wheel, the F- 4. Body style: Pickup. Engine: 6. 7. L turbodiesel V- 8. Transmission: 6- speed automatic. Models: Ford F- 4. XL Crew Cab, Ford F- 4. XLT Crew Cab, Ford F- 4. Lariat Crew Cab, Ford F- 4. King Ranch Crew Cab. Nothing is new on Ford’s heaviest hauler, the F- 4. All F- 4. 50s come standard with the 6. V- 8, four- wheel drive, dual rear wheels, and six- speed automatic standard. The F- 4. 50 is also only available in a four- door Crew Cab configuration, with an 8- foot long bed. The trim levels remain the same as last year. The trim levels range from the F- 4. XL, the F- 4. 50 XLT, F- 4. Lariat, and the fully loaded luxo- liner F- 4. King Ranch. Taking cues from Ford’s Super Chief Concept from a few years back, the Ford F- 4. Tonka- esque exterior looks like it means business. The F- 4. 50’s grille uses two thick, solid horizontal bars in either black or chrome depending on trim level. All grilles sport a huge 1. Ford blue oval right dead center. The hood of the 2. F- 4. 50 truck is notable for its power dome, which was designed to allow clearance for the 6. V- 8 when it was added to the lineup last year. Overall we found the interior of the F- 2. F- 4. 50) to be a rather pleasant place to be. On our First Drive of the F- 2. King Ranch, we found that although it still rode like a truck, the ride was comfortable and quiet. We also found the King Ranch’s leather seats to be comfortable on the long haul, but without luring the driver into a deep sleep. We also liked the driver’s information screen, finding it both logical and easy to use. While we have yet to test an F- 4. F- 3. 50 King Ranch dually, equipped with the same 4. V- 8 with 8. 00 lb- ft of torque that’s found in the F- 4. In our testing, that F- 3. That same F- 3. 50 stopped from 6. We expect the F- 4. Towing capacity is the same for all F- 4. When equipped with the factory- installed fifth wheel, the F- 4. The F- 4. 50 comes standard with Advance. Trac traction control and roll stability control to prevent the top- heavy truck from flipping. Surely to win favors among those who use their F- 4. Ford’s Trailer Sway Control, which works to both prevent trailer sway and the lock up of the trailer’s brakes. To help tow heavy loads up steep grades, all F- 4. F- 4. 50 XL Crew Cab: Not rated. F- 4. 50 XLT Crew Cab: Not rated. F- 4. 50 Lariat Crew Cab: Not rated. F- 4. 50 King Ranch Crew Cab: not rated. Looking eye- to- eye with big rig drivers. Turbodiesel’s best- in- class horsepower and torque. How much your fill- ups support OPECWorrying about overhead clearance. Paying $7. 1,0. 00 for a pickup truck. Impressive on many fronts, but not without flaws Star. Star. Star. No- Star. No- Star. Show Full Review. Store & share your files with uploaded. Learn more about our services (video)After entering your e. Mail addres and receipt of your registration you'll simultaneously receive your personal access data from us. This is always free of charge. The official home of Rockstar Games. Subscribe to the Rockstar Mailing List Welcome to the Rockstar Games Subscription Management page. Amid a summer where outrage over the busted New York City subway system has rained down like so much filth-water, the state Metropolitan Transit Authority has finally. No more missed important software updates! UpdateStar 11 lets you stay up to date and secure with the software on your computer. WinRAR 5 32Bit Free Download WinRAR 5 64Bit Free Download WinRAR 5 x86 Free Download WinRAR 5 x64 Free Download WinRAR 32 Bit WinRAR 64 Bit Free Full. The code samples on this page are written in pseudo-code; they’re meant to be easy to read and understand so that you can write your own implementation. Bugs & Change Requests. This is the top 5 of most requested changes and bugs. If you have any suggestions how to improve the index don't hesitate to send an e-mail to. Is read as “the partial derivative of with respect to “. You can also say “the gradient with respect to “. A Step by Step Backpropagation Example – Matt Mazur. Background. Backpropagation is a common method for training a neural network. There is no shortage of papers online that attempt to explain how backpropagation works, but few that include an example with actual numbers. This post is my attempt to explain how it works with a concrete example that folks can compare their own calculations to in order to ensure they understand backpropagation correctly. If this kind of thing interests you, you should sign up for my newsletter where I post about AI- related projects that I’m working on. Backpropagation in Python. You can play around with a Python script that I wrote that implements the backpropagation algorithm in this Github repo. Backpropagation Visualization. For an interactive visualization showing a neural network as it learns, check out my Neural Network visualization. Additional Resources. If you find this tutorial useful and want to continue learning about neural networks and their applications, I highly recommend checking out Adrian Rosebrock’s excellent tutorial on Getting Started with Deep Learning and Python. Overview. For this tutorial, we’re going to use a neural network with two inputs, two hidden neurons, two output neurons. Additionally, the hidden and output neurons will include a bias. Here’s the basic structure: In order to have some numbers to work with, here are the initial weights, the biases, and training inputs/outputs: The goal of backpropagation is to optimize the weights so that the neural network can learn how to correctly map arbitrary inputs to outputs. For the rest of this tutorial we’re going to work with a single training set: given inputs 0. The Forward Pass. To begin, lets see what the neural network currently predicts given the weights and biases above and inputs of 0. To do this we’ll feed those inputs forward though the network. We figure out the total net input to each hidden layer neuron, squash the total net input using an activation function (here we use the logistic function), then repeat the process with the output layer neurons. Total net input is also referred to as just net input by some sources. Here’s how we calculate the total net input for : We then squash it using the logistic function to get the output of : Carrying out the same process for we get: We repeat this process for the output layer neurons, using the output from the hidden layer neurons as inputs. Here’s the output for : And carrying out the same process for we get: Calculating the Total Error. We can now calculate the error for each output neuron using the squared error function and sum them to get the total error: Some sources refer to the target as the ideal and the output as the actual. The is included so that exponent is cancelled when we differentiate later on. The result is eventually multiplied by a learning rate anyway so it doesn’t matter that we introduce a constant here . We want to know how much a change in affects the total error, aka . You can also say “the gradient with respect to “. By applying the chain rule we know that: Visually, here’s what we’re doing: We need to figure out each piece in this equation. First, how much does the total error change with respect to the output? When we take the partial derivative of the total error with respect to , the quantity becomes zero because does not affect it which means we’re taking the derivative of a constant which is zero. Next, how much does the output of change with respect to its total net input? The partial derivative of the logistic function is the output multiplied by 1 minus the output: Finally, how much does the total net input of change with respect to ? Putting it all together: To decrease the error, we then subtract this value from the current weight (optionally multiplied by some learning rate, eta, which we’ll set to 0. We can repeat this process to get the new weights , , and : We perform the actual updates in the neural network after we have the new weights leading into the hidden layer neurons (ie, we use the original weights, not the updated weights, when we continue the backpropagation algorithm below). Hidden Layer. Next, we’ll continue the backwards pass by calculating new values for , , , and . Big picture, here’s what we need to figure out: Visually: We’re going to use a similar process as we did for the output layer, but slightly different to account for the fact that the output of each hidden layer neuron contributes to the output (and therefore error) of multiple output neurons. We know that affects both and therefore the needs to take into consideration its effect on the both output neurons: Starting with : We can calculate using values we calculated earlier: And is equal to : Plugging them in: Following the same process for , we get: Therefore: Now that we have , we need to figure out and then for each weight: We calculate the partial derivative of the total net input to with respect to the same as we did for the output neuron: Putting it all together: You might also see this written as: We can now update : Repeating this for , , and Finally, we’ve updated all of our weights! When we fed forward the 0. After this first round of backpropagation, the total error is now down to 0. It might not seem like much, but after repeating this process 1. At this point, when we feed forward 0. If you’ve made it this far and found any errors in any of the above or can think of any ways to make it clearer for future readers, don’t hesitate to drop me a note. |