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⚡️ Leaderboard Rush: Fair Play Rules! ⚡️ To keep the competition fair and ensure equal conditions for all players, the following rules apply in Leaderboard Rush: 🚫 1. Rating manipulation is prohibited - Farming AP by going AFK or performing minimal actions in matches. - Collusive “throwing” of matches...

13,943 次观看 • 2 天前 •via X (Twitter)

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[DID YOU KNOW] Disobeying the South African Police Service National Instruction 5 of 2017 is a punishable offence in terms of disciplinary regulations. The new trend of posting pictures and video clips in uniform on various social media platforms, directly contravenes National Instruction 5 of 2017. According to Section 19(10) of National Instruction 5 of 2017 on Media Communication in the South African Police Service, the following rules must be adhered to: No member may, on their own accord, represent the SAPS on social media platforms such as Facebook, Twitter, YouTube, etc., either on their own social media accounts or those belonging to the SAPS. No member may use a profile picture of themselves in uniform or display any police insignia, badges, or logos as their avatar on their private social media accounts. Only with the approval of the Head of Corporate Communication and Liaison may a social media profile be set up for or on behalf of the SAPS on any social network. Accordingly, no station, cluster, unit, or office of the SAPS is permitted to have a social media profile or account without approval. These regulations ensure that all members execute their duties professionally within the confines of the law. Any employee who transgresses in any form or manner will be subjected to the processes of the applicable Disciplinary Regulations. All SAPS members are required to subscribe to the SAPS Code of Conduct and Dress Code and adhere to them when performing their daily duties and interacting with the public. Your efficiency, professionalism, integrity, respect, and empathy are vital to service delivery and the SAPS’s reputation, which in turn influences the community's trust in their police service.

Justice, Crime Prevention and Security

86,474 次观看 • 3 个月前

Be this guy when you pull up at the pump: the ETF series of the Ninepoint Energy Fund trades under the ticker "NNRG." Disclaimer: All returns and fund details are a) based on Series F shares; b) net of fees; c) annualized if period is greater than one year; d) as at 2/28/2026. Where applicable, all figures are annualized and based on monthly returns since inception. Inception date is 4/16/2004. The rate of return is used only to illustrate the effects of the compound growth rate and is not intended to reflect future values of the investment fund or returns on investment in the investment fund. In each taxation year, the Fund will distribute to its investors a sufficient amount of the Fund’s net income and net realized capital gains so that the Fund will not pay any income tax. The net income and the net realized capital gains of the Fund will be distributed annually in December. The Fund is generally exposed to the following risks: Active management risk; Concentration risk; Credit risk; Currency risk; Cybersecurity risk; Derivatives risk; Energy risk; Exchange traded funds risk; Foreign investment risk; Inflation risk; Interest rate risk; Liquidity risk; Market risk; Performance fee risk; Regulatory risk; Rule 144A and other exempted securities risk; Securities lending, repurchase and reverse repurchase transactions risk; Series risk; Short selling risk; Small capitalization natural resource company risk; Specific issuer risk; Tax risk; Absence of an active market for ETF Series risk; Halted trading of ETF Series risk; Trading price of ETF Series risk. Ninepoint Partners LP is the investment manager to a number of funds (collectively, the “Funds”). Commissions, trailing commissions, management fees, performance fees (if any), and other expenses all may be associated with investing in the Funds. Please read the prospectus carefully before investing. The indicated rates of return for series F units of the Funds for the period ended 2/28/2026 are based on the historical annual compounded total returns including changes in unit value and reinvestment of all distributions or dividends and do not take into account sales, redemption, distribution or optional charges or income taxes payable by any securityholder that would have reduced returns. Mutual funds are not guaranteed, their values change frequently, and past performance may not be repeated. This communication does not constitute an offer to sell or solicitation to purchase securities of the Funds. The information contained herein does not constitute an offer or solicitation by anyone in the United States or in any other jurisdiction in which such an offer or solicitation is not authorized or to any person to whom it is unlawful to make such an offer or solicitation. Prospective investors who are not a resident in Canada should contact their financial advisor to determine whether securities of the Fund may be lawfully sold in their jurisdiction.

Eric Nuttall

23,023 次观看 • 4 个月前

TURBULENCE: “It is not external events themselves that cause us distress, but the way in which we think about them...It is our attitudes and reactions that give us trouble. We cannot choose our external circumstances, but we can always choose how we respond to them.” ​Epictetus from “The Enchiridion” written by Arrian Welcome to the: complex, high-tech, global knowledge, interconnected, multi-cultural, multi-dimensional, multi-disciplinary, multi-educational, multi-generational, multi-ideological, ​multi-ability, multi-ethnic, and anticipated TURBULENT future business environment that impacts performance: · positively (opportunity), &/or · negatively (threat); coupled with potential crisis &/or chaos. As could be seen on the video (15 seconds); perception of the TURBULENCE in the environment (stable and/or turbulent​) is determined by 4 Attributes, as follows: Unpredictability → Uncertainty which is measured by two attributes: 1. Visibility of future - ranges from unchanged to surprise-full. 2. Speed of change – ranges from slower to faster than speed of response. Changeability → Discontinuity which is measured by two attributes: 3. Novelty of Events - ranges from familiar to not experienced before. 4. Complexity, which contains (orthogonally): 4.1. Scope - ranging from local to global. 4.2. Decision making and/or judgements that are affected by transaction of the entities. Or the extent of importance of each of the following CHANGE(s), as they affect your decision making in the industry (impact of Decision Making on individuals, &/or groups &/or institutions): Economy, Education, environment (natural), Health, Marriage & the Family, Law & Order, Information & Media, Politics, Religion, and Other. Anticipated Future: visibility of future is low, speed of change is high, novelty of change is high, & complexity is high. Anticipated Implications: acceleration, expansion, overlapping, & suction of future levels of environmental TURBULENCE. Advice: learn & act concurrently. To address the above, two programs based on the teachings of H. Igor Ansoff (Father of Strategic Management) were launched on 1-1- 2023, which are part of my Strategic Management Theme. Titles and links of the two programs are below: 1- Strategic Management Seminars and Workshop (for profit), For any type of firm (for profit and not for profit). Prerequisite, knowledge and practice in management and leadership. Details: 2- Strategic Democracy (not for profit), Customized for managing and leading the people’s business in the USA. Prerequisite, High School or above. Details: Fundamental Question (both programs): How to lead and manage ourselves, each other and the entity, while interacting with turbulence for effective, efficient, and equitable performance (potential formidable advantage)? That is done through answering five questions, as follows: ​1. Where we are ​now? 2. Where do we need to go? 3. How do we get there? 4. How to lead and manage the above? 5. Why not?

Tamer Tamer Salameh

20,444 次观看 • 3 年前

This prosecutor should be ashamed of himself for promoting such a fundamental mischaracterization of a defense attorney’s duties. Yesterday, in his closing argument in the trial of #EdrickFaust, elected district attorney Kalki Yalamanchili boldly stated that the defendant’s lawyer, Ahmad Crews, has the duty of “[making] sure, regardless of what the evidence is, that he does everything he possibly can to walk Mr. Faust out that door - even though he murdered Tara Baker.” This was (correctly) objected to immediately by Mr. Crews, but what Judge Lisa Lott did to remedy the statement remains unclear. Let me make this clear: defense lawyers are only under obligation to the Constitution. They are not intended to indiscriminately fight for the outcome of a client. They are, just as any other attorney, prohibited from fabricating evidence or information to mislead the court or a jury. Their job is to ensure the prosecution lawfully, and following rules of due process, proves its case beyond a reasonable doubt. Part of their job is to call into question the strength of the evidence against their clients, but not through stooping to the level of deception. The zealous defense of a client cannot be equated with immoral advocacy. It does not mean excusing crime, ignoring facts, or endorsing violence. Undermining and demonizing that role by portraying counsel as morally corrupt for doing his job pressures jurors to effectively punish defendants for the stigma associated with having defense counsel. If there are mistakes, prejudices, conflicts of interest, or any other reason to lose faith in an investigation, a defense attorney’s job is to bring it to the surface and hold the government to account rather than allow a defendant to be steamrolled into a wrongful conviction. Mr. Yalamanchili’s suggestion that defense counsel exists to defeat justice “regardless of the evidence” is an attack on the very elements of the justice he purportedly believes in…but he knows this already. #FreeEdrickFaust #JusticeforTaraBaker #Georgia

Britt Happens

12,808 次观看 • 5 个月前

Your twin flame is never absent from you, even when the physical world goes quiet. Beyond the 3D personality and circumstances, the connection lives in the 5D field of consciousness, where separation does not exist. This is why many twin flames feel their counterpart most strongly at night. When the mind releases control and the nervous system softens, the soul returns to its natural state of union. In sleep, the filters of fear, doubt, and ego loosen, allowing the higher selves to meet without resistance. In the 5D, communication does not rely on words or physical presence. It moves through sensation, knowing, and energetic exchange. This is why dreams can feel more real than waking life, why you may wake up with emotions, clarity, or a deep sense of peace that did not come from thought. These moments are not imagination. They are the result of an ongoing soul dialogue that continues regardless of distance, silence, or external conditions. The bond is active because it is not maintained by effort, but by shared consciousness. Understanding this brings stability to the journey. You are not waiting for connection to begin, nor are you losing it during periods of separation. The 5D union is constant, and it quietly supports your growth, healing, and awakening. When you trust this, the need to chase signs or reassurance fades. The connection becomes something you live from within, not something you search for outside of yourself. ~ Twinflamesinfinity ✨🙌🏽💫

🧬Maxpein🧬

34,692 次观看 • 6 个月前

You’re on a journey on this kind of lonely road with your car and your car suddenly develops a fault, You can’t call for help and your lines can’t be reached due to network issues, what do you do? Except the car will stop and the engine won’t come up again, please reduce your speed and accelerate softly till you get to a nearby town, if it is an overheating issue, keep driving, put the gear in the neutral position and switch off the engine and let the car keep moving, switch it back on when you have to ascend a hilly road and the car can’t move freely on its own again. If the battery signal comes up while driving, chances are that your alternator has failed, or the alternator belt is damaged, apply the same method and switch off your AC, radio system or anything that may drain the battery while driving till you get to a safe place. If it is a flat tyre, maintain a low speed till you get to a safe place to change and use your spare, keep moving. Yes!!! Damage that tyre till you get to a safe place, just keep moving and make sure you have a spare tyre always and it is in a good condition. If the engine suddenly goes off on top speed, chances are that a fuse is damaged and this is why I will make a thread on how to identify different fuses and how to have them fixed temporarily in case of Emergencies. If your car jerks or experiences a lazy movement while driving, it’s likely to be a fuel related issue, fuel pump most likely, switch off the engine intermittently and put the gear in Neutral position, keep moving… if the fuel pump rests for about 5mins, it’ll pick up back when you ignite the engine, this will/may at least take you to a safe place or where you can have access to network to make calls. If you hear strange sounds like knocking sounds or the oil signal starts to blink, relax and reduce your speed, keep moving. Manage it till you get to a safe place or can have access to network. If your gear/transmission system isn’t selecting well, apply the same method, reduce your speed but keep moving, slow movement is better than no movement, your life and safety matters a lot. Please note that there are some Mechanical issues that nothing can solve on the road except patience and just to pray to God for safety and help, for example, you run into a pothole unknowingly and the oil pan hits the road and your engine or gear oil leaks away, or your ball joint or tie rod head pulls out, I’ll suggest you leave the car there, roll up your windows and lock up the car and start trekking till you get network or help, staying with the car may make you vulnerable to attacks or attract unexpected company, just keep walking away from the car for safety. Most importantly, please stay safe and be conscious of your environment. Be friendly with your Mechanic too or any Mechanic you see on the road. Don’t manage faults in cars and risk traveling with it.

Wanjohn D-Mecho

437,496 次观看 • 2 年前

Batch Normalization by hand ✍️ ~ 7 steps walkthrough below Batch normalization is common practice for improving training and achieving faster convergence. It sounds simple. But it is often misunderstood. 🤔 Does batch normalization involve trainable parameters, tunable hyper-parameters, or both? 🤔 Is batch normalization applied to inputs, features, weights, biases, or outputs? 🤔 How is batch normalization different from layer normalization? So I drew and calculated one entirely by hand. Goal: normalize a mini-batch of 4 examples to mean 0 and variance 1, then let the network scale it back. = 1. Given = A mini-batch of 4 training examples, each with 3 features. = 2. Linear layer = Let us multiply by the weights and add the biases. Batch norm sits after this, which answers the second question: what gets normalized is features, not inputs, weights or biases. = 3. ReLU = We apply the activation, and -2 becomes 0. Negative values are suppressed before any statistic is taken. = 4. Batch statistics = Let us compute the sum, mean, variance and standard deviation, one row at a time. A row is a feature and the four columns are the four examples, so every number here measures one feature against the rest of the batch. That is the "batch" in batch normalization, and it is exactly what layer normalization does not do. The statistics are rounded to whole numbers, which is what keeps the rest of the page doable in pen. = 5. Shift to mean 0 = We subtract the mean, in green. The four values in each feature now average to zero. = 6. Scale to variance 1 = Let us divide by the standard deviation, in orange. Each feature now has variance one, whatever scale it arrived at. = 7. Scale and shift = We multiply by a linear transformation and pass the result on. The diagonal and the last column are trainable, so having just forced every feature to mean 0 and variance 1, we hand the network the means to undo it. The outputs: Mean of each feature = [2, 1, 2] Std dev of each feature = [1, 1, 2] To the next layer = [2, -2, 2, 0], [-3, 3, 6, -3], [2, 0, 1, 2] The answers: 🤔 Both. The scale and shift are trainable, the statistics are not. Epsilon and the momentum on the running statistics are the hyper-parameters, and one mini-batch by hand needs neither. 🤔 Features, after the linear layer, not inputs, weights or biases. 🤔 Batch norm measures across the batch, one feature at a time. Layer norm measures across the features, one example at a time. 💾 Save this post!

Tom Yeh

20,638 次观看 • 15 天前

Can you beat the top score? Get the top score on Swipe the cat and win an Apple Gift Card (link on my profile) 🥇 Get top score: $300 Apple Gift Card Best video submission: $200 Apple Gift Card Funniest submission: $100 Apple Gift Card Rules: 1) Post your score to X with an attached screenshot (required) or video (optional) of your best score (NOT the leaderboard). See example. To be eligible you must either tag me in your post or reply to this post. Reposts are optional for visibility and do not affect eligibility 2) Entries must be posted to X before December 10, 2025 @ 11:59pm AEDT (Australian Eastern Daylight time). 3) Your score must be listed on the ranked leaderboard. You may be asked to validate your score by providing your Game Center username. Be sure your profile is public, that you are playing on the latest version of the game and are logged into Game Center. 4) The highest score posted wins the top score prize. In the event that multiple winners get the same top score the winnings will be divided amongst them. So 2 people getting the same top score means prize will be $150 each. 5) Best video submission will be judged by me and my decision will be final. Criteria: I will be looking for creativity, entertainment value, style and originality. The entry that stands out the most from other video submissions. 6) Best funniest submission will be judged by me and my decision will be final. You may include an optional video for extra visibility. Criteria will be: what makes me laugh the most. Only age appropriate entries will be considered (no crude humour). 7) Gift cards are in USD. Gift card value may be subject to currency conversion for my local currency (Australia) and your local currency. Depending on the arrangement we find to send you the Gift card. Apple Gift Cards must be redeemable in your region. If not we will arrange an alternative of equivalent value. 8) Winners will be notified by direct message on X and publicly on my X profile on or before December 15. Winners must respond within 7 days to claim their prize. 9) You may enter the competition as many times as you like. Only your highest valid score will be considered for the Top Score prize. 10) You must be 13+ or meet your region’s minimum age for using X and participating in online competitions. 11) I reserve the right to disqualify suspicious or unverifiable scores at my discretion (e.g., if I suspect hacked/modded devices/assisting devices). Important disclaimers: This competition is not affiliated with Apple or X By entering into this competition you give me permission to use the contents of your post (name, text, image, video) for use in promotional material for the game. This content will be used on my YouTube channel and to promote my game not only on X but on other platforms too. If you do not wish to give permission to use your post text, images and/or video please opt-out on your submitted post. "I do not give permission for my post to be used in promotional material". Opting out of promotional use does not disqualify you from winning.

Adam Lyttle

159,981 次观看 • 8 个月前