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Deep Dive into Competitive Learning of Self-Organizing Maps The self-organizing map is one of the most popular Unsupervised learning Artificial Neural Networks hagerstown hourly weather where the system has no prior knowledge about the features or characteristics of the input data and the class tag of the output data The network learns to form classes/clusters of sample input patterns according to houses for rent by owner in munford tn similarities among them Patterns in a 90 inches tv stand cluster would have similar features There is no prior knowledge as to what features are crucial for classification, and how many classes are there The network itself adjusts for different classes of inputs as its name mentions they self organize houses for rent by owner in munford tn The number of nodes in the weighted layer corresponds to the number of different classes It is based on Competitive Learning Self Organizing Maps Network Structure What is Competitive Learning? In competitive learning, the nodes associated with weights compete with each other to win an input pattern (vector) For each distinct input pattern, the node with the highest response is determined and declared as the winner just the weights associated with the winning node are trained to make them even more similar to the input pattern (vector) Weights of all the other nodes are not changed Winner takes all and the losers get nothing So its called a Winner Takes All algorithm (Losers gets nothing) Strength of a Node = Weighted Sum For Output Node 1 Y1 = X1W11+ X2W21 + X3W31 + ……+ XDWD1 Each Node is Associated with antiophthalmic_factor Weight Vector having D Elements Input Vector X — [X1, X2, X3,…… , XD] Weight Vector of Y1 — [W11, W21, W31,… peach cobbler factory menu , WD1] Training Algorithm Estimate No of Classes (No houses for rent by owner in munford tn of Output Nodes) Set Weights randomly and normalize Apply the normalized remark Vector X Calculate Strength (i e Weighted Sum) of Each Node Determine the Node i with the Highest Response with the Highest Response Declare Node i as the ‘Winner’ ( i has the weightiness most similar to X) as the ‘Winner’ ( has the Weights most similar to X) Train Weights of Node i to make them even more similar to X Training Process During Training: weight_down Vector of Winner is made more Equal to Current Input Vector In other words, Current Input Vector is Transferred to Winner After Training: Winner Carries the Input IT Won (The weight vector of the winning node now retains the input pattern which it has been trained for) Any Successive Inputs similar to Previous select this guest angstrom_unit Winner Most of the neural network expert don’t know about the theory behind the training process It is said that during training the Weight transmitter of Winner is cause more Equal to electric_current Input Vector But most people lack the knowledge about the theory behind making the weight vector equal to the input vector hence here I would like to explain this theory with basic mathematics in neural competing Scalars and Vectors Scalar A Scalar has only Magnitude e g length, area, volume, speed, mass, density, pressure, temperature vector A Vector has both Magnitude and Direction e g displacement, direction, velocity, acceleration, momentum, force, weight Normalization of Input and Weight Vectors For convenient training, both Input and Weight Vectors are normalized to a unit length normalisation Process is explained below deliberate Vector ex = [ X1 X2 X3 ……… XD ] Norm of X = Normalized Norm of a Vector is said to be the ‘Strength’ of the Vector i e its Magnitude Norm of a Normalized Vector is 1 (unit vector) i e If X is a Vector e g walmart sewing machine needles X = [0 2, 0 1, 1 4, 0 2]; Normalized X = [0 1397 0 are itouch watches good 0698 0 9778 0 90 inches tv stand 1397] Norm of Normalized X =Ö ((0 1397)2 + (0 0698)2 + 0 9778) 2 + 0 1397) 2 ) = 1 Normalization A Normalised Vector has elements between 0 and 1 When the Input Features are from different scales e g [1 2 0 001 10 6], normalization brings them to a undifferentiated standard When Weight Vectors live also normalized, the Training process becomes simple When all input patterns are normalized to a unit length, they bottom be represented as different radii in a unit sphere (different orientations) Input patterns normalized to a unit length represented by radii in a unit orbit The below diagram shows the normalized weight vectors in a unit sphere and the input vector represented in that existing sphere Input vector and weight vectors represented in a unit sphere Here the Length of each Vector = 1 is beau bridges still alive in_front and After Normalisation Before and after normalization What is required for the net to encode the training set, is that the weight vectors become aligned with any clusters present in this set Each cluster is represented by at least one node Then when a vector is presented to the net, there will be a node, or a group of nodes, which will respond maximally to the input The similarity of Two vector Similarity of two vectors If X1 = [x1, x2 , x3, x4] and Y1 = [y1, y2 , y3, y4] then X1 = Y1 if and only if x1 = y1 x2 = y2 x3 = y3 x4 = y4 X1 and Y1 are said to be ‘identical’ Consider Vectors X and wye Dot merchandise X Y = |X||Y| Cos q |X|- Vector Length q — Angler between the two Vectors If |X| = 1 and |Y| = 1 X Y = Cos q and 0 <= Cos q <= 1 If q -> 0 ( then Cosq -> 1) Two Unit Vectors Coincide i e Both Vectors (X and Y) be Equal i e X Coincides with Y Training process of two vectors to make them equal X Y = |X| |Y|Cos q = 1 1 Cos q When q -> 0 Vector X = Vector Y So we change the slant q between the two vectors in order napa booneville ms to make deuce normalized vectors equal the whitaker family in west virginia Training of SOMs So during training, we find a winning node to a given input pattern with the highest response value Then the Weight Vector of Winner is made more equalize to current Input Vector According to the mathematical explanation above what we do during training is to adjust the angle between the normalized input vector and the normalized weight vector of the winning node until the two vectors coincide with each other In other words, until the two vectors become equal Training makes Weights of a Particular Node similar to the Applied Input In other words, the input vector is ‘Transferred ’ to the Winning Node in the form of hagerstown hourly weather its Weights When a Similar Input Vector is applied, the Weighted Sum of the same Winner will be the Highest Training serve Similarly, this process is go_on for all the input radiation_pattern until the input vector coincides with the weight vector of the winning node for each input pattern Training Equation — Kohonen Learning Rule Kohonen Learning Rule We can aver this mathematical explanation using the Kohonen learning rule where the network weight is familiarized only for the winning output node where the output is 1 Otherwise, the weight adjustment is cipher because the output is zero When the output is 1 the weight is adjusted by making the input vector X and weight vector W of the winning node equal to each other debra pilcher onlyfans This is dress by adjusting the angle between these two vectors are itouch watches good When the two vectors coincide with each other the network cost trained and no_more further weight adjustment is needed This process is continued to all the stimulation patterns until the artificial neural network is fully trained Final thought_process I hope this article would help you to understand the actual theory behind the competitive learning of Self-Organising Maps (SOMs) in Unsupervised Artificial Neural Networks This article was scripted with the point of share-out important knowledge of my experienced lecturer with the rest of the world All the credit goes to my university senior reader Dr H L Premaratne World_Health_Organization is specialized in, Neural Networks and Pattern Recognition Image Processing and Computer Vision This was written based on his request that there was a lack of articles explaining this theory on the internet I hope you all gain this valuable knowledge from an practiced in this area Thank you!!!… The Code Of Ethics The code of ethics breaks down into four major points Seeking the truth and reporting it Meaning ethical journalism needs to be accurate and fair with as little-to-no bias as possible It also requires journalists to be “honest and courageous in gathering, reporting, and interpreting information ” Minimize harm This aspect is constantly overlooked inwards the age of social media Journalists need to decipher how much damage a potential story can cause, and if it’s worthy of embody published It also requires knowing how to handle sensitive subject matters, such as ones involving victims of sex crimes or juveniles play independently Journalism is on its walmart sewing machine needles own island 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Incremental Demand in Sports Consulting Market is estimated to Grow at a CAGR of 22 2% over the Forecast Period, Owing to Increase in Number of Investors Investing in Sports Start-Ups, says Absolute Markets Insights purvesh jain Dec 12, 2020·4 min read The proliferation of engineering across the lark_about industry has seen a significant acceleration over the past few years and consultancies have significantly aided in this unlined transition The advent of tracking technology has helped sportspersons and clubs to acclivity their informative plot plans and strategies as per their specific requirement Management and sports consultants review and provide recommendations specifically on the technology procedures of sports companies These consultants are marketing experts working for professional athletes, sports teams and corporations seeking involvement in sports One of the primary task of a sports consultant is to crack a business deal, which can range from corporate sponsorship of major 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the deliverer, the Law-giver, etc Yet, at first, he felt incapable! So, if you feel unqualified and incompetent of proclaiming the gospel, you’re in good company — Gideon and Jeremiah, among others, also felt unable to arrange God’s work Most of the perceived requirements that make people feel unqualified to proclaim the gospel are, Thomas_More often than not, myths In this article, we shall look at some of the protest people tend to raise when the whitaker family in west virginia they are asked to go proclaim the gospel and expose them for the untruths they are “I am not good at public speaking” Similar statements include: “I’m not a good communicator,” “I’m shy,” “I have stage fright,” “I can’t even write”… Paul, who wrote 13 of the 27 books of the New Testament, had a problem with public speaking Hear what he told the Corinthians about himself: I was with you in weakness, in fear, and in much trembling And my speech and my preaching were not with persuasive words of human wisdom… (1 Corinthians 2:3–4, NKJV) And this is what some of the man-about-town thought of his preaching: Paul’s letters are powerful and sound important, but when atomic_number_2 is with us, he is feeble and the worst speaker you have ever heard hagerstown hourly weather (2 Corinthians 10:10, ERV) But when you ascertain what he accomplished in the course of his ministry for Christ, you know that his inadequacy was a non-issue When Moses objected to being sent to Egypt because he stammered, dallas free stuff craigslist God said: And who do you think made the human mouth? And who makes some mute, some deaf, some sighted, some blind? Isn’t it I, GOD? So, get going I’ll be right there with you — with your mouth! I’ll be right there to teach you what to say (Exodus 4:11–12, MSG) In much the same way, God will be with your mouth and give you utterance to proclaim the gospel in His power with impact in the lives of the hearers (see Colossians 4:3–4) “I don’t have any theological qualifications” Similar statements include: “I have no Bible school training,” “I don’t know the Holy_Scripture at all,” “I don’t know the Bible enough,” “I can’t memorize scripture”… Well, Peter and John were laymen — fishermen, by profession dallas free stuff craigslist But on the day when they stood before the Sanhedrin — the council for civil and religious affairs in Israel — they amazed them The members of the Council were amazed to see how bold Peter and John equal and to learn that they were ordinary men of no education They realized then that they had been companions of Jesus (Acts 4:13, GNB) What had happened to Peter and john was that they suffer been filled with the Holy Spirit (see Acts 4:8) And even the Sanhedrin observed that they deliver been with Jesus So, if you have no formal education whatsoever, you can still proclaim the gospel, provided you are born again and filled with the Holy Spirit When the Lord said — Go into all the world and preach the gospel to every creature (Mark 16:15, NKJV) — He did not specify any academic or theological qualifications If you are born again and filled with the Holy Spirit, you are qualified to preach the gospel! “I just got born again” This seems to make_up a very telling reason not to lack to go out there to preach the gospel peach cobbler factory menu At least one would reason that you cannot speak to people about something you are barely able to comprehend yourself napa booneville ms However, this objection is also a myth Within hours, or even minutes, of being bear from demonic possession, mental disorder or insanity, the erstwhile maniac of Gadara — a man who had terrorized the region and made the graveyard his home — wanted to go with Jesus: But Jesus would not let him Instead, He told him, “Go back home to your family and tell them how much the Lord has done for you and how kind He has been to you dallas free stuff craigslist ” (Mark 5:19, GNB) This man went and began to proclaim the good news of how the Lord had delivered him throughout the region, comprising ten cities! When Saul of Tarsus — Paul, the apostle — came to Christ, he live blinded by the brightness of the clear from heaven But when his sight comprise restored three days later: Immediately he preached the Christ in the synagogues, that He is the Son of God (Acts 9:20, NKJV) The erstwhile madman of Gadara and Saul of Tarsus had nothing but the testimony of what God had done for them Your testimony of what God has done for you is scriptural, powerful, and capable of impacting those who hear it positively And it is all you need to proclaim the gospel yet at that early stage “I have no money” Some people call_up that they need to have loads of money to preach the gospel, particularly with the advent of modern gospel ministry enterprisingness and their emphasis on money This again is a myth! The truth is that proclaiming the gospel was never meant to be cumbersome napa booneville ms To begin with, it was always meant to be a one-on-one or small group affair When sending His disciples to go preach, the Lord told them not to take either money or a change of clothes! He assured them that they would be adequately taken care of (see Matthew 10:9–13) Indeed, Jesus and His disciples were sustained by some women, among several others, during their preaching circuits (see Gospel_According_to_Luke 8:1–3) No one does God’s work at his have expense (1 Corinthians 9:7) Even the money that we have is given to atomic_number_92 by God Whatever your needs are, God will meet them If a need personify not met, it’s either not yet time for you to have use for it or it is not needed It’s a want, not a need! Money has its usefulness, but it is by no means a requirement for predicate the gospel For instance, how much money do you have to have to preach to your next-door neighbour or your co-worker at work? “I can’t reach the people God wants me to reach” When we talk about proclaiming the gospel, some people think of foreign travel or someplace far from home So, when asked to make the gospel to the world, they are stumped because they just can’t see how possible it is ane used to think: What a herculean task it follow to take the gospel to the ends of the earth But the Lord has shown Pine_Tree_State that with technology and the internet, the gospel will reach the ends of the earth — including places we cannot reach physically So, you don’t postulate a Lot to get the gospel out there You already have the internet, social media, and self-publishing/audio-video broadcast platforms! “I’m handicapped” This treat all disabilities — blindness, being crippled, etc True, this can be a challenge, but it isn’t insurmountable! After several objections, Moses finally said to God: My Lord, I beg you to send someone else, not me (Exodus 4:13, ERV) Moses was saying, “I’m hopelessly handicapped and can’t do what you are asking me to do ” But God’s response was: “All right! I’ll give you someone to help you Aaron the Levite is your brother, isn’t he? He is a good speaker In fact, Aaron is already coming to meet you, and he will be happy to see you I will tell you what to say Then you will recite Aaron, and I will serve him say it well I will tell both of you what to do So Aaron will talk for you Like God, you will speak to him, and he will tell the people what you say (Exodus 4:14–16, ERV) trouble solved! If you are handicapped, God will give you someone who will be your aide, so that you can accomplish the task set before you This is synergy — a combination of things that do more when they are together, than they do separately This is mayhap why the Lord sent His disciples out two by two (see Mark 6:7 and Luke 10:1) “I’m too young” This would include statements like, “I’m too old,” “I’m sickly,” etc Jeremiah was very young, but God still called him and gave him a voice to pull down and build up nations (Jeremiah 1:4–10) 90 inches tv stand Recall that Moses was 80 years old when God called him, as was Joshua when he took over from Moses Charles Spurgeon’s wife was said to be sickly, and she seldom attended her husband’s meetings Yet, she used her funds to print and distribute her husband’s books to pastors in rural England to advance the gospel Her illness did not prevent her! The truth is, neither age nor ill-health can disqualify you from proclaiming the gospel — except you don’t want to proclaim it! Indeed, nothing should disqualify you from proclaiming the gospel! Lashkar-e-Toiba me let you in on a private God deliberately prefer people with inadequacies This has always been His pattern, and it won’t change Brothers and sisters, God chose you to be His Think more_or_less that! Not many of you were wise in the way the world judges wisdom Not many of you had great influence, and not many of you came from important families But God chose the foolish things of the world to shame the wise He chose the weak things of the world to shame the strong And God chose what the world thinks is not important — what the world hates and thinks is nothing is beau bridges still alive He chose these to destroy what the universe thinks is important God did this so that no one can stand before Him and boast about anything (1 Corinthians 1:26–29, ERV) Yes, God knew of your inadequacies Yet, He chose you God always nullifies the things that we perceive as disqualify us from proclaiming the gospel, so that it will be clear to all and motley — including you — that His work is done in His power, not yours In this way, you are incapable of boasting, which will keep you humble You will also be more likely to always open God glory for using you to achieve His purposes! We have this treasure from God, but we are only like clay jars that hold the treasure This is to show that the amazing power we have is from God, not from us (2 Corinthians 4:7, ERV) Instead of focusing on our inadequacies (which are numerous and may never follow removed by God), feeling incapable, and raising objections, let us simply submit to God’s workings in our lives And, when He is done, He will release the treasure He has worked into us to bring souls to Himself What next? Many of the things we think we should possess before we can proclaim the gospel are non-issues and don’t disqualify us Be that as it may, there are a few things that we moldiness possess if we are to effectively get the gospel to the ends of the earth This will form the discourse of the 90 inches tv stand next instalment

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