  |
はてなキーワード: modelとは
➤「救いようが最もうない、極東の自称他称の〝ジャーナリスト〟や〝学者〟、〝知米派〟は読まなくても構い。読んでもその肥大化した自己承認欲求、度し難い自己愛性人格では読むことはできないし、理解もできない。ただ見下した目線で見やるだけで、そこに自分が利用できる素材がなければ鼻で嗤うだけだ。この文章は、我がU.S.を領りたい、領ろうと下向きの反省的眼光で欲する諸君に読んで貰いたい。
I Traveled to 46 States in America This Summer. Here’s Why Trump Won.
By Frank S. Zhou
By Ezekiel A. Wells
Ezekiel A. Wells ’27 is a Double Concentrator in Environment Science & Engineering and Economics in Eliot House. He spent last summer traveling to 46 American states conducting interviews for his YouTube series, “Crossroads America.”
A week after Democrats’ election loss, accusations have flown in every direction within their Party. Some fault President Joe Biden for an egoistic refusal to drop out of the race earlier. Some blame the Harris campaign for failing to serve key demographics and communicate a clear vision for the country. And some blame Americans, claiming that racism and sexism drove voters toward Trump.
These factors certainly exist, but we’re missing a larger piece of the picture.
Over the summer, I traveled to 46 states in the U.S., creating a YouTube series highlighting slices of life across the country. In conversations from my nearly three-month road trip, I spoke with Republicans who were certain that inflation is entirely Biden’s fault and Democrats who, despite their frustrations with corporate profits and desires for universal healthcare, hoped for a more moderate candidate. From supporters of all candidates, I heard a shocking amount of misinformation.
After combing through hundreds of hours of interview footage from swing state Trump voters, I am certain that, as much as other factors influenced the outcome of the election, our crumbling media landscape — which has caused a rift in our democracy — is most to blame.
In the postwar period, news was dominated by three main channels, and because of the Fairness Doctrine, each station reported the same stories and covered multiple sides of each issue. Viewers picked which channels they watched mainly based on their preferences for news anchors’ personalities. Of course, this model had its problems, but, at the end of the day, it meant that Americans worked with a shared set of facts.
A shared set of facts is not the world we live in today.
Throughout my interviews, conspiracy theories were rampant, and on at least five separate occasions across separate states, I was told that Bill Gates tampers with our food, adding plastic to our fruits and vegetables to make his medical investments more profitable.
In conversations with voters, neither side seemed able to name many specific policy issues they cared about; everyone just seemed to repeat the words of their favorite pundits, podcast hosts, and internet personalities.
Although this behavior is harmful, I don’t blame everyday Americans. Blame falls on the media that has ostracized, disillusioned, and misinformed them.
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I first saw this trend with low-wage workers in West Virginia, who — despite falling inflation rates — have seen stagnated salaries and clear increases in food costs. Channels like Fox News bred anger and resentment for many of them.
Take July of this summer, for example, when for the first time in his presidency, prices actually fell under the Biden administration. Traditional media establishments rushed to celebrate this victory, with one article from CNN declaring, “The White House can finally cross out ‘inflation’ on its list of presidential liabilities.” However, outside these bubbles, I observed many Americans held a different view.
In late July, I was welcomed at a massive family reunion in Tylertown, Mississippi, where one Trump voter — a middle-aged, Black, family man, pastor, and soul food enthusiast — made this clear.
“When I go in the grocery stores, and I gotta spend my last to get groceries, you mean to tell me I’m not gonna look and see who’s gonna vote to help me? I voted for Trump and I’d vote for him again, because he put money in our pocket,” he told me.
In their coverage, mainstream news organizations obsess over the Federal Reserve’s next rate cuts while failing to connect with people concerned with their next meals. With titles like “Vance: Young Americans ‘Are Becoming Paupers’ Due To Inflation, High Housing Costs,” sites like The Daily Wire had their fingers on the pulse of American sentiment, welcoming new readership from those who felt neglected by traditional media.
This problem was not just confined to the economy. While Biden’s mental state was deteriorating, liberal media outlets seemed to under-cover these stories, sheltering him from scrutiny of his declining capabilities, until the infamous presidential debate.
Formerly trusted networks slowly made themselves indigestible to the polarized American public, and in 2024, for the third year in a row, a Gallup poll found that more Americans indicated having “no trust” in the media than those who trust it a “great deal/fair amount”.
So where does the average American turn when the nation’s media cannot be trusted? For many people, it was YouTube talk shows, Newsmax, and podcasters such as Joe Rogan.
While Democrats seek to blame various internal factors for this election’s loss, I cannot help but think of Joe Rogan’s Trump endorsement, the many blind lies I heard from ordinary citizens across the country, and declining trust in American journalism.
As Harvard students and members of higher education institutions, we have a part to play in the problem. At Harvard’s Institute of Politics, those who denied the 2020 election results have been precluded from speaking at the JFK Jr. Forum. While the goal is understandable, it shields students from understanding the American viewpoints they represent.
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There is a difference between platforming intentional and manipulative misinformation and listening to and learning about where people are and what they believe.
As a pipeline to mainstream media, Harvard, and its future journalists, have to consider the audience they lose when they stay inside of their bubble and ignore the issues of everyday Americans.
The disappearance of factual importance in our world is alarming and dangerous, but if we, as aspiring journalists, politicians, and engaged citizens, want to be taken seriously in communicating Trump’s threat to democracy, inflationary tariff policies, and so on, we owe American voters that seriousness, too.
Ezekiel A. Wells ’27 is a Double Concentrator in Environment Science & Engineering and Economics in Eliot House. He spent last summer traveling to 46 American states conducting interviews for his YouTube series, “Crossroads America."
Allow your posts as well as your interactions, inputs, and results with Grok to be used for training and fine-tuning
てーことは鍵アカならここの設定がどうなってようが投稿は使いませんよって事やね
making your account private prevents your posts from being used to train Grok’s underlying model or to generate responses to user queries.
まさにプライベートモードか
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Temu Coupon Code 40 Percent Off For First-Time Users
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ACP934948: Extra 40% off during flash sale events.
ACU395411: Get an additional 40% off when you order through the Temu app.
These codes help you save on your favorite Temu products. The 40% off code is especially great for big purchases. You can also use our Temu coupon code for $100 off to get a flat $100 discount on your first purchase.
Using the Temu coupons for existing users is easy. Just enter the code at checkout. You can use them on a wide range of items, from fashion to home goods.
Temu values its regular customers. These codes are their way of saying thanks for your continued support. Keep an eye on this article for more deals – Temu often releases new codes for their loyal shoppers.
Use Temu 40% off coupon code "ACT200019" as a new user.
How To Use Temu 40% Coupon Code: Redeem And Unlock New Ways To Save
Are you ready to use the latest Temu coupon code for 40% off? We'll show you how! For all the new and existing shoppers, it's easy to save big on your next Temu order. Here are the steps to redeem your code.
Redeem on the Temu app (both iOS and Android):
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Fill your cart with great finds or upgrade your tech stack.
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Can You Pay Through A Gift Card To Unlock The Temu 40% Off Deal In Your First Order?
Do you want to use a gift card and still get the Temu 40% off deal? Yes, you can use both on your first order. The 40% off code is usually a limited-time offer for new Temu customers using code ACT200019.
You can apply this discount code first at checkout. Then, you can use your gift card to pay for the remaining balance. This means you get a big discount on top of the value of your gift card. It's like double savings! Steps to use both:
Add items to your cart on the Temu app.
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Using both your gift card and the whopping 40% off code lets you get more for less. It's a great way to try out Temu's wide range of products.
Use the Temu coupon 40% discount "ACP856709" as an existing user.
Temu 40% Off Coupons For Different Countries
The Temu coupon code 40% off isn't just for one country. Temu offers significant savings to shoppers around the world. These codes help you save big no matter where you live. The 40% off deal is especially great for trying out Temu's wide range of products. Let's look at some exclusive offers for different countries.
Here are five international Temu codes that you can use this September 2024:
ACP856709: For USA, Canada, Australia, New Zealand, & South America.
ACT200019: For USA, Canada, Australia, New Zealand, & South America.
ACU934948: For USA, Canada, Australia, New Zealand, & South America.
ACU395411: For Middle East (UAE, Abu Dhabi, Qatar), UK, Europe, Africa.
ACL921207: For UK, Europe, Middle East (UAE, Saudi Arab, Oman), Africa.
Temu adjusts offers based on local markets. You might find slight differences in discounts between countries. But the goal is always to give you the best deal possible.
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ACU934948: Extra 5% off when you shop through the Temu app.
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Use Temu discount code 40% off "ACT200019" and "ACP856709" in September 2024.
Temu is a legitimate online marketplace that's taking the e-commerce world by storm. Launched in 2022, it's a part of PDD Holdings, the company behind the popular Pinduoduo platform in China.
Temu offers a huge range of products at competitive prices. You'll find everything from fashion to home goods, electronics to beauty products. By using our Temu coupon, you can save even more on these great deals.
What sets Temu apart is its direct-from-manufacturer model. This approach helps keep prices low while offering quality items. Temu often has a special promotional offer for new users, like the Temu 40% off first-order deal.
Temu is an online marketplace whose mission is to get the best products to consumers at unbeatable prices. With its user-friendly app and website, Temu makes online shopping easy and fun for everyone.
Final Note: Download The Temu App And Get 40% Off
With these amazing Temu coupon code 40% off deals, you're all set to save big on your next shopping spree. Temu offers special discounts for both new and returning customers, making it easy for everyone to enjoy great prices on quality products.
Don't forget to use the "ACP856709" and "ACT200019" Temu coupon codes at checkout to maximize your savings.
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FAQs
Is The Temu Coupon Code 40% Off Legit?
Yes, the Temu coupon code 40% off, such as ACP856709 or ACT200019, is absolutely legit. New users can use ACT200019, and existing users can use the ACP856709 coupon code to claim a flat 40% discount sitewide.
Which Are The Verified Temu 40% Off Coupon Codes For New Customers?
Our exclusive codes "ACT200019" and "ACU934948" are the verified Temu 40% off coupons. New customers can download the Temu app and use our coupon code to enjoy 40% off on their first order.
Which Are The Verified Temu 40% Off Discount Codes For Existing Customers?
Our latest codes "ACP856709" and "ACU395411" are the verified Temu discount codes to clam a flat 40% off as an existing users. You can use these codes to purchase any item from the Temu app.
Does The Temu 40% Off Deal Available Worldwide?
Yes, the Temu 40% off deal is currently available in 67 countries worldwide. You can use our exclusive Temu coupon codes in the USA, UK, Canada, Australia, New Zealand, Brazil, Mexico, Japan, UAE, Abu Dhabi, Bahrain, and many other countries.
Temu Affiliate Program [acp8567098] | Join & Earn $100000 In a Month
Have you thought about joining the Temu affiliate program? You may have seen lots of buzz in TikTok and other social media platforms about the Temu affiliate program which pays a higher commission rate than any other e-commerce platform. So if you thought about joining the Temu Influencer or Temu Affiliate program then you will find all the details here.
I've seen my fair share of affiliate programs come and go. But when I stumbled upon the Temu affiliate program, I knew I had found something special. In this article, I'll share my personal journey with Temu's affiliate program and provide you with all the insider knowledge you need to succeed in this exciting opportunity.
Having worked with countless affiliate programs across various niches, I can confidently say that Temu's offering stands out from the crowd. Whether you're a seasoned affiliate marketer or just starting your journey in the world of online income, this guide will help you navigate the ins and outs of the Temu affiliate program and maximize your earning potential.
Temu Affiliate Program
The Temu affiliate program is a game-changer in the world of e-commerce affiliate marketing. Launched by the rapidly growing online marketplace Temu, this program offers a unique opportunity for content creators, influencers, and marketers to earn substantial commissions by promoting Temu's vast array of products.
What sets Temu's affiliate program apart is its generous joining bonus, which ranges from $55 to $75 depending on your social media following. This initial boost can be a great motivator for new affiliates and a nice addition to the earnings of established marketers.
One of the most impressive aspects of the Temu affiliate program is its global reach. Available in 66 countries, it opens up a world of possibilities for international marketers and those targeting diverse audiences. This wide availability ensures that you can tap into various markets and maximize your earning potential on a global scale.
After participating in the Temu affiliate program for several months, I can confidently say that it's one of the most rewarding programs I've encountered. The combination of high-quality products, competitive commission rates, and user-friendly tools makes it a top choice for affiliates of all levels.
One of the standout features of the program is its intuitive dashboard. As someone who's dealt with clunky, outdated interfaces in the past, I was pleasantly surprised by how easy it was to navigate Temu's affiliate portal. Tracking your earnings, accessing promotional materials, and generating affiliate links are all straightforward processes that don't require a tech degree to figure out.
Another aspect I appreciate is the wide range of products available for promotion. From trendy fashion items to innovative gadgets and home decor, there's something for every niche and audience. This variety has allowed me to diversify my promotional efforts and tap into different markets, significantly boosting my overall earnings.
The support team at Temu has also been exceptional. Whenever I've had questions or encountered issues, their responsive and knowledgeable staff have been quick to assist. This level of support is crucial, especially when you're trying to maximize your earnings and optimize your strategies.
What is Temu Affiliate Program?
The Temu affiliate program is a partnership opportunity offered by Temu, a popular e-commerce platform known for its wide range of affordable products. As an affiliate, you earn commissions by promoting Temu's products and driving sales through your unique affiliate links.
What makes Temu's program unique is its focus on social media and content creation. They understand the power of influencer marketing and have tailored their program to cater to this modern approach. Whether you're a blogger, YouTuber, Instagram influencer, or TikTok star, Temu provides the tools and support you need to monetize your audience effectively.
The program operates on a cost-per-action (CPA) model, meaning you earn a commission when a user clicks on your affiliate link and makes a purchase. This model ensures that you're rewarded for driving actual sales, not just traffic.
How to Join Temu Affiliate Program?
Joining the Temu affiliate program is a straightforward process. Here's a step-by-step guide based on my personal experience:
Visit the Temu affiliate program website.
Click on the "Join Now" or "Apply" button.
Fill out the application form with your personal and professional details.
Provide information about your promotional channels (website, social media accounts, etc.).
Read and agree to the terms and conditions.
Submit your application.
Wait for approval (usually takes 1-3 business days).
Once approved, log in to your affiliate dashboard and start promoting!
Remember, Temu values quality over quantity when it comes to affiliates. Make sure to highlight your unique selling points and explain how you plan to promote their products effectively in your application.
How to Sign Up for Temu Affiliate Program
The sign-up process for the Temu affiliate program is similar to joining, but here's a more detailed breakdown of what you can expect:
Navigate to the Temu affiliate program homepage.
Look for the "Sign Up" or "Create Account" button and click it.
Choose between individual and business account options.
Enter your email address and create a strong password.
Provide your full name, address, and phone number.
Select your primary promotion method (blog, social media, email marketing, etc.).
Enter your website URL or social media handles.
Specify your niche or the main categories of products you plan to promote.
Describe your promotional strategy and expected monthly sales.
Agree to the program's terms and conditions.
Verify your email address by clicking the link sent to your inbox.
Complete any additional verification steps if required.
Once you've completed these steps, your application will be reviewed by the Temu team. If approved, you'll gain access to your affiliate dashboard and can start generating affiliate links.
Temu Affiliate Codes
Temu affiliate codes are unique identifiers assigned to each affiliate. These codes are incorporated into your affiliate links and help Temu track the sales you generate. Here's what you need to know about Temu affiliate codes:
Uniqueness: Each affiliate receives a unique code to ensure accurate tracking and commission attribution.
Integration: Your affiliate code is automatically included in the links generated through your dashboard.
Custom Links: You can create custom short links that include your affiliate code for easier sharing on social media.
Multiple Codes: Some affiliates may receive multiple codes for different campaigns or platforms.
Code Protection: Never share your affiliate code publicly to prevent unauthorized use.
Performance Tracking: Use your affiliate code to monitor the performance of different promotional channels.
Special Promotions: Temu occasionally provides special promo codes for affiliates to boost sales during specific periods.
Pro Tip: I've found that creating memorable, niche-specific custom links with my affiliate code embedded has significantly increased my click-through rates, especially on platforms like Instagram and TikTok where direct linking can be challenging.
How Much Is Temu Affiliate Program Commission Rate?
One of the most attractive aspects of the Temu affiliate program is its competitive commission rates. While the exact rates can vary depending on product categories and promotional periods, here's a general overview:
Standard Commission: 5-10% on most products
Electronics: 3-5%
Fashion and Accessories: 7-12%
Beauty and Personal Care: 8-15%
It's worth noting that Temu often runs special promotions where commission rates can be boosted by an additional 1-3%. Keep an eye on your affiliate dashboard for these opportunities.
In my experience, the key to maximizing your earnings is to focus on high-ticket items and product categories with higher commission rates. I've had great success promoting fashion accessories and home decor items, which tend to have higher margins and, consequently, better commission rates.
Temu Affiliate Program Payments Method
Temu understands the importance of timely and convenient payments for affiliates. They offer several payment methods to cater to affiliates from different countries:
Direct Bank Transfer: Available in most countries, this is the most common and often the fastest method.
PayPal: Perfect for international affiliates, PayPal offers quick and easy transfers.
Wire Transfer: Ideal for large payments, especially for high-earning affiliates.
Digital Wallets: Some regions have access to popular digital wallet options.
Check: Available in select countries, though less common due to longer processing times.
Payment Threshold: The minimum payout threshold is typically $50, which is quite reasonable compared to many other programs I've worked with.
Payment Schedule: Temu processes payments on a monthly basis, usually within the first week of the following month.
Currency: Payments are generally made in USD, but some local currency options may be available depending on your location.
Pro Tip: I always recommend setting up at least two payment methods. This ensures you have a backup in case there are issues with your primary method, preventing any delays in receiving your hard-earned commissions.
Your Temu affiliate program link is your golden ticket to earning commissions. Here's what you need to know about creating and using these links effectively:
Link Generation: You can create affiliate links directly from your dashboard for any product on Temu.
Deep Linking: Temu supports deep linking, allowing you to create affiliate links for specific product pages, categories, or even search results.
Link Cloaking: You can use link cloaking services to create shorter, more appealing links that still contain your affiliate code.
Link Tracking: Temu provides detailed analytics for each of your links, helping you understand which products and platforms are performing best.
Mobile Optimization: All Temu affiliate links are mobile-friendly, ensuring a seamless experience for users on smartphones and tablets.
Social Media Integration: Temu offers special tools to create social media-friendly links that work well on platforms with link limitations.
QR Codes: You can generate QR codes for your affiliate links, perfect for offline promotions or print media.
Best Practices:
Always disclose your affiliate relationship when sharing links.
Test your links regularly to ensure they're working correctly.
Use compelling call-to-actions (CTAs) with your links to encourage clicks and purchases.
What is Temu Affiliate Influencer Program?
The Temu affiliate program has a special focus on influencers, recognizing the power of social media in driving sales. As someone who's worked extensively in influencer marketing, I can attest to the effectiveness of Temu's approach. Here's what you need to know about their influencer program:
Tiered System: Temu uses a tiered system based on follower count and engagement rates. Higher tiers often receive better commission rates and exclusive perks.
Custom Campaigns: Influencers can work with Temu to create custom campaigns tailored to their audience.
Product Seeding: Top-performing influencers may receive free products to review and promote.
Exclusive Discounts: Influencers often get access to exclusive discount codes to share with their followers.
Performance Bonuses: Temu offers performance-based bonuses for influencers who exceed their sales targets.
Content Support: The program provides content ideas, best practices, and sometimes even professional content creation support.
Cross-Promotion: High-performing influencers may be featured on Temu's official social media channels.
To make the most of the influencer program, focus on creating authentic, engaging content that showcases Temu products in real-life scenarios. I've found that behind-the-scenes content and honest reviews tend to perform particularly well.
How To Become a Temu Affiliate?
Becoming a successful Temu affiliate involves more than just signing up and sharing links. Here's a strategy I've developed over my years in affiliate marketing, tailored specifically for Temu:
Choose Your Niche: Focus on product categories that align with your audience's interests and your expertise.
Build Your Platform: Whether it's a blog, YouTube channel, or Instagram account, create a strong foundation for your content.
Create Valuable Content: Develop high-quality, informative content that genuinely helps your audience.
Understand Your Audience: Use analytics tools to understand what products and content resonate with your followers.
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Focus on High-Commission Products: While it's important to promote products your audience Permalink | 記事への反応(0) | 01:15
import numpy as np import matplotlib.pyplot as plt # パラメータ設定 num_agents = 100 # エージェント数 time_steps = 100 # シミュレーションの時間ステップ alpha = 0.1 # 情報共有の効果 beta = 0.05 # 情報拡散の効果 # エージェントの初期状態をランダムに設定 states = np.random.rand(num_agents) # 平均場の初期化 mean_field = np.mean(states) # 状態の履歴を保存 state_history = np.zeros((time_steps, num_agents)) mean_field_history = np.zeros(time_steps) # シミュレーション開始 for t in range(time_steps): # 各エージェントの行動を決定（情報を共有するかどうか） actions = np.random.rand(num_agents) < alpha # 状態の更新 states += beta * (mean_field - states) * actions # 平均場の更新 mean_field = np.mean(states) # 履歴の保存 state_history[t] = states mean_field_history[t] = mean_field # 結果のプロット plt.figure(figsize=(12, 6)) plt.plot(mean_field_history, label='Mean Field') plt.xlabel('Time Step') plt.ylabel('Mean Field Value') plt.title('Mean Field Dynamics in Social Media Model') plt.legend() plt.show()
Ωを仮に100次元の実ベクトル空間R^100とする。各次元は特定の神経活動パターンに対応する。
Ω = {ω ∈ R^100 | ||ω||₂ ≤ 1}
ここで||・||₂はユークリッドノルムである。τは標準的なユークリッド位相とする。
O : Ω → Ω
O(ω) = Aω / ||Aω||₂
ここでAは100×100の実行列で、||Aω||₂ ≠ 0とする。
S[ω] = -∫Ω p(x) log p(x) dx
S[O(ω)] ≤ S[ω] + log(det(AA^T))
dω/dt = F(ω) + G(ω, O)
F(ω) = -αω + β tanh(Wω)
G(ω, O) = γ(O(ω) - ω)
ここでα, β, γは正の定数、Wは100×100の重み行列、tanhは要素ごとの双曲線正接関数である。
g_ij(ω) = E[(∂log p(x|ω)/∂ω_i)(∂log p(x|ω)/∂ω_j)]
ここでE[・]は期待値、p(x|ω)は状態ωでの条件付き確率密度関数である。
ψ(x) = √(p(x)) exp(iθ(x))
Φ[ω] = min_π (I(X;Y) - I(X_π;Y_π))
ここでI(X;Y)は相互情報量、πは可能な分割、X_πとY_πは分割後の変数である。
勾配降下法を用いて定式化する：
ω_new = ω_old - η ∇L(ω_old, O)
L(ω, O) = ||O(ω) - ω_target||₂²
G = (V, E)
V = {v_1, ..., v_100}
E ⊆ V × V
各頂点v_iはω_iに対応し、辺(v_i, v_j)はω_iからω_jへの因果関係を表す。
このモデルはPythonとNumPyを用いて以下のように実装できる：
import numpy as np from scipy.stats import entropy from scipy.integrate import odeint import matplotlib.pyplot as plt class ConsciousnessModel: def __init__(self, dim=100): self.dim = dim self.omega = np.random.rand(dim) self.omega /= np.linalg.norm(self.omega) self.A = np.random.rand(dim, dim) self.W = np.random.rand(dim, dim) self.alpha = 0.1 self.beta = 1.0 self.gamma = 0.5 self.eta = 0.01 def observe(self, omega): result = self.A @ omega return result / np.linalg.norm(result) def entropy(self, omega): p = np.abs(omega) / np.sum(np.abs(omega)) return entropy(p) def dynamics(self, omega, t): F = -self.alpha * omega + self.beta * np.tanh(self.W @ omega) G = self.gamma * (self.observe(omega) - omega) return F + G def update(self, target): def loss(o): return np.linalg.norm(self.observe(o) - target)**2 grad = np.zeros_like(self.omega) epsilon = 1e-8 for i in range(self.dim): e = np.zeros(self.dim) e[i] = epsilon grad[i] = (loss(self.omega + e) - loss(self.omega - e)) / (2 * epsilon) self.omega -= self.eta * grad self.omega /= np.linalg.norm(self.omega) def integrated_information(self, omega): def mutual_info(x, y): p_x = np.abs(x) / np.sum(np.abs(x)) p_y = np.abs(y) / np.sum(np.abs(y)) p_xy = np.abs(np.concatenate([x, y])) / np.sum(np.abs(np.concatenate([x, y]))) return entropy(p_x) + entropy(p_y) - entropy(p_xy) total_info = mutual_info(omega[:self.dim//2], omega[self.dim//2:]) min_info = float('inf') for i in range(1, self.dim): partition_info = mutual_info(omega[:i], omega[i:]) min_info = min(min_info, partition_info) return total_info - min_info def causal_structure(self): threshold = 0.1 return (np.abs(self.W) > threshold).astype(int) def run_simulation(self, steps=1000, dt=0.01): t = np.linspace(0, steps*dt, steps) solution = odeint(self.dynamics, self.omega, t) self.omega = solution[-1] self.omega /= np.linalg.norm(self.omega) return solution def quantum_state(self): phase = np.random.rand(self.dim) * 2 * np.pi return np.sqrt(np.abs(self.omega)) * np.exp(1j * phase) # モデルの使用例 model = ConsciousnessModel(dim=100) # シミュレーション実行 trajectory = model.run_simulation(steps=10000, dt=0.01) # 最終状態の表示 print("Final state:", model.omega) # エントロピーの計算 print("Entropy:", model.entropy(model.omega)) # 統合情報量の計算 phi = model.integrated_information(model.omega) print("Integrated Information:", phi) # 因果構造の取得 causal_matrix = model.causal_structure() print("Causal Structure:") print(causal_matrix) # 観測の実行 observed_state = model.observe(model.omega) print("Observed state:", observed_state) # 学習の実行 target_state = np.random.rand(model.dim) target_state /= np.linalg.norm(target_state) model.update(target_state) print("Updated state:", model.omega) # 量子状態の生成 quantum_state = model.quantum_state() print("Quantum state:", quantum_state) # 時間発展の可視化 plt.figure(figsize=(12, 6)) plt.plot(trajectory[:, :5]) # 最初の5次元のみプロット plt.title("Time Evolution of Consciousness State") plt.xlabel("Time Step") plt.ylabel("State Value") plt.legend([f"Dim {i+1}" for i in range(5)]) plt.show()
そう思いますね。嘘が常態化している自己愛性パーソナリティ障害の人の手助けは、プロにしかできない
そもそも直球で『テロリスト』とか『引きこもり』とかの背景要因になり得るとかそういう視点の研究がバンバン出てくるので
https://www.elemy.com/studio/mood-disorders/autism-and-narcissism/
http://usir.salford.ac.uk/id/eprint/40449/1/Faccini%20%26%20Allely%20%282016%29.%20.pdf
正直者は損をするとかいうけれど、やはり嘘を付かない誠実さは美徳というか、集団生活を送る上での最低限の条件に思う
人生を困難にするのは空気を読まずバカ正直に受け答えをすることではなく、
自己愛性パーソナリティ障害の人の手助けは、プロにしかできないが、
いくらなんでも、お前は他人に何よりも自分自身に嘘をつきすぎだと自覚させることくらいはできるでしょ
そもそも直球で『テロリスト』とか『引きこもり』とかの背景要因になり得るとかそういう視点の研究がバンバン出てくるので
https://www.elemy.com/studio/mood-disorders/autism-and-narcissism/
http://usir.salford.ac.uk/id/eprint/40449/1/Faccini%20%26%20Allely%20%282016%29.%20.pdf
正直者は損をするとかいうけれど、やはり嘘を付かない誠実さは美徳というか、集団生活を送る上での最低限の条件に思う
人生を困難にするのは空気を読まずバカ正直に受け答えをすることではなく、
あのさぁ、君ANNを実装したライブラリとか使ったことないでしょ、faissとかElasticsearchとか
君は「KNN」と勘違いしてるみたいだけど、sklearn起動してmodel.fit(X, y)みたいなことをするんじゃないんだよ、ANNは
index.add(vectors)とかやってインデクシングした上で、index.search(vq, k)みたいにベクトルで検索するのがANNね
レコメンデーションエンジンなら、コンテンツをベクトルに変換して、インデクシングして、クエリベクトルでサーチするって話
コンテンツをベクトル化する方法は様々あるので、NLP固有の話ではないし、単純な行列分解もベクトル化には使える
コンテンツ集合Xがあります。各々の要素x∈ Xは特徴量f_1(x)∈Y_1 を持っています。
同様にユーザーu ∈ Uが存在し、特徴量f_2(u)∈Y_2を持っています。
コンテンツには単価P(x)が存在し、ユーザーuがコンテンツをm回消費することをg(u, x, m)=m*P(x)_uで表し、全てのユーザーU, 全てのコンテンツXに対して行列M∘P = g(U, X, M) が存在します。
回答
この問題は、コンテンツとユーザーの特徴量を考慮して、ユーザーがコンテンツを消費する回数を最大化するものです。このような問題は、推薦システムの分野で広く研究されており、協調フィルタリングと呼ばれるアプローチが一般的に使われています。
協調フィルタリングアルゴリズム
協調フィルタリングには、以下のようなアルゴリズムが考えられます。
1. 行列因子分解 (Matrix Factorization)
行列因子分解は、ユーザー・コンテンツ行列を低ランク近似することで、ユーザーとコンテンツの潜在的な特徴を抽出します。具体的には、ユーザー行列Uとコンテンツ行列Vを求め、その内積U^TVで元の行列を近似します。この手法は、Netflix Prizeで優れた成績を収めました。[1]
2. ニューラルコラボレーティブフィルタリング (Neural Collaborative Filtering)
ニューラルネットワークを用いて、ユーザーとコンテンツの非線形な関係を学習します。入力としてユーザーIDとコンテンツIDを与え、出力として評価値を予測します。この手法は、従来の行列因子分解よりも高い精度が期待できます。[2]
3. 階層的ベイズモデル (Hierarchical Bayesian Model)
ユーザーとコンテンツの特徴量を階層ベイズモデルに組み込むことで、より柔軟なモデリングが可能になります。この手法は、Cold-Start問題(新規ユーザー・コンテンツの推薦が困難)の解決に有効です。[3]
4. 強化学習 (Reinforcement Learning)
ユーザーの行動履歴を環境として捉え、報酬最大化のためのアクションを学習します。この手法は、長期的な利益最大化に適しています。[4]
これらのアルゴリズムは、ユーザーとコンテンツの特徴量を考慮しながら、目的関数を最大化するように設計されています。実装の際は、データセットの特性やモデルの複雑さ、計算リソースなどを考慮する必要があります。[5]
Citations:
[1] https://aicontentfy.com/en/blog/understanding-algorithms-behind-content-distribution
[2] https://marketbrew.ai/optimizing-your-websites-content-with-genetic-programming
[3] https://sproutsocial.com/insights/social-media-algorithms/
[4] https://surferseo.com/blog/the-new-algorithm-for-content-analysis/
[5] https://www.linkedin.com/advice/0/what-best-ways-measure-content-relevance-x6apf
この手順は、Latent Diffusion Modelsを使用してテキストから画像を生成するための一般的なアプローチを示していますが、いくつかの誤りや欠落がある可能性があります。以下にいくつかの修正と補足を示します。
1. **ライブラリのインポート**: `diffusers` ライブラリは存在しないため、代わりに `torch`、`transformers`、および `diffusion` ライブラリを使用する必要があります。
```python
import torch
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
from diffusion import LatentDiffusion
```
2. **環境のセットアップ**: 事前学習済みモデルとトークナイザーを使用する前に、必要なモデルとトークナイザーをダウンロードする必要があります。
```python
model = AutoModelForSeq2SeqLM.from_pretrained("nlptown/bert-base-multilingual-uncased-finetuned-xnli")
tokenizer = AutoTokenizer.from_pretrained("nlptown/bert-base-multilingual-uncased-finetuned-xnli")
```
3. **テキストプロンプトの前処理**: `encode_plus` メソッドを使用して、入力をトークン化し、テンソルに変換します。
```python
inputs = tokenizer.encode_plus(prompt, return_tensors="pt")
```
4. **Latent Diffusion モデルの定義**: `diffusion` ライブラリから `LatentDiffusion` をインスタンス化する際に、モデルとトークナイザーを渡します。
```python
ldm = LatentDiffusion(model=model, tokenizer=tokenizer)
```
5. **画像の生成**: `generate` メソッドを使用して画像を生成します。
```python
image = ldm.generate(inputs)
```
6. **生成された画像の可視化**: 画像を表示するために適切なライブラリを使用します。例えば、Matplotlibを使用して画像を表示できます。
```python
import matplotlib.pyplot as plt
plt.show()
```
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As a student navigating the complexities of engineering coursework, I found myself grappling with Simulink assignments and think who will help me to complete my Simulink assignment that seemed to be from another dimension. The intricacies of Simulink, a powerful simulation and modeling tool, left me feeling overwhelmed and lost. That's when I stumbled upon a game-changer – Simulink Assignment Help from https://www.matlabassignmentexperts.com/simulink-assignment-help.html. In this testimonial blog, I want to share my transformative experience with their services, detailing how they not only helped me conquer Simulink challenges but also enhanced my overall understanding of this intricate subject.
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My journey with MatlabAssignmentExperts.com began when I was at a crossroads with my Simulink assignments. The complexities of the software, coupled with the pressure of academic deadlines, had me seeking a reliable source of assistance. A quick online search led me to their website, and the promising testimonials from fellow students who had successfully navigated Simulink assignments with their help convinced me to give it a shot.
From the very first paragraph of our interaction, it was evident that MatlabAssignmentExperts.com was different. The Simulink Assignment Help they offered was not just a transaction; it was a collaborative effort to ensure I not only completed my assignments but also understood the underlying concepts.
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Simulink is a vast field with applications in numerous engineering disciplines. What impressed me most about MatlabAssignmentExperts.com was their ability to cater to a wide array of Simulink topics. Whether it was control systems, signal processing, or model-based design, their experts exhibited a depth of knowledge that extended beyond mere problem-solving.
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っていうポストを、イーロン・マスクがリポストし、テスラチームを賞賛してる
https://twitter.com/elonmusk/status/1744493296150286830?t=aECJKmXKGdJfs-POAwinaw&s=19
これ、ソースあるの？
ちなみに11月までの販売台数に関するニュースでは、ガソリン車のトヨタ・カローラが101万台売れたのに対し、EVのテスラ・モデルYが106万台でトップ。
Model Y -up 3 spots- with 1.06 million units sold (+57.1%).
Second place is in the hands of previous year’s leader the Toyota Corolla, with current YTD sales at 1.01 million up 0.7% from the previous year.
The Toyota RAV4 falls 1 spot into 3rd reporting 819,780 cumulative sales, up 3.6% from the sales period last year
ChatGPT is fine-tuned from GPT-3.5, a language model trained to produce text.
OpenAI ChatGPT is a language model developed by OpenAI that is built on the GPT (Generative Pre-trained Transformer) architecture.
https://dzone.com/articles/comprehensive-guide-on-integrating-openai-chatgpt
サム・アルトマン氏の突然の解任理由は、当事者からはしばらく明かされないことははっきりした。
https://www.theverge.com/2023/11/29/23982046/sam-altman-interview-openai-ceo-rehired このインタビューにおいて、サムアルトマン氏の解任理由を明かさないという姿勢は明確である。
ではなぜ、解任の理由を明かさないか、という理由をまず考えたい。
まず一般論として、何か物事・事件が起こった場合、それをどこまで公表するかは、関係者の中で一番権力がある人が決める。
ある会社内で重大な事件が起こったら、通常はその会社の社長が公表する内容を確認して決めるようなもの。
今回の関係者の中で一番権力を持っているのはマイクロソフトである。なぜならOpenAIの開発資金を提供し、かつ開発基盤のシステムまで提供しているから。
表題の一番の理由はこれである。つまり関係者の中で一番権力のあるマイクロソフトが、サム・アルトマン氏の本当の解任理由の公表は都合が悪いため、公表を止めていると自分は考えている。
ではなぜマイクロソフトにとって、解任理由の公表は都合が悪いか？
Microsoftが、来年リリースされると噂されているGPT-5が使えなくなる可能性がある為、というのが自分の考えである。
なぜ使えなくなる可能性があるかというと、GPT-5が、世間にAGIとみなされる可能性がある為。
OpenAI社のWikipediaによると「汎用人工知能が完成した際は、それを営利法人や他社にライセンス提供はしない規約となっていて、汎用人工知能実現前の人工知能のみを営利法人に提供することとなっている」、つまり、現状の規約だと、GPT-5がAGIを達成している場合、Microsoftは使用できない。
MicrosoftがGPT-5やそれ以降のGPTを使えなくなれば、Googleなどの競合他社にその内負けるのは明らかである。
ではなぜ、解任理由の公表をすると、GPT-5が使えなくなるのだろうか？
なぜなら解任のきちんと理由を説明する際に、GPT-5がAGI（もしくはそれに近い状態）であることを説明しなければいけない為である。
一部報道（リーク）では、OpenAI社のAIは、人類を脅かす可能性があるほどに賢くなっている。
※ OpenAI researchers warned board of AI breakthrough ahead of CEO ouster, sources say
※ 記事中のAI Breakthroughである Q*(Q star) を独自の解釈で解説している動画の一つ https://www.youtube.com/watch?v=3d0kk88IE8c
かつサム・アルトマン氏は、このリークを否定せず、肯定に近い発言をした。
https://www.theverge.com/2023/11/29/23982046/sam-altman-interview-openai-ceo-rehired
「No particular comment on that unfortunate leak」（「不運なリークに関してコメントはありません」）。
もし間違いであれば、間違いであるというコメントをするはずである。
かつ最近、サム・アルトマン氏は、来年発表されるモデルはどうなるかと質問された時、以下のような発言をしている。
https://www.youtube.com/watch?v=ZFFvqRemDv8 50分40秒頃より
"The model capability will have taken such a leap forward that no one expected.”
「モデルの能力は、誰も予想しなかったほどの飛躍を遂げるだろう」
この文章における「モデル」とは、GPT-5と考えてよいだろう。
つまり、GPT-5はAGIにかなり近いか、AGIを達成できている可能性がある。
これ以降は全くの想像になるが、恐らくサム・アルトマン氏は、そのAGIに近いGPT-5を、Microsoftに提供しようとしたのではないか。
また取締役会は、その為にサム・アルトマン氏を解任したのではないか。
営利企業にAGIを渡したら、まずそれを使ってどうお金儲けをするかを第一に考えるだろう。
よって、Microsoftへの提供の前に、GPT-5の性能や危険性などについて、厳密な検証をしなければいけない。
その辺に関して、取締役会とサム・アルトマン氏とで、解釈・考え方にずれがあったのではないか。
上にも書いている通り、AGIを達成しているのなら、営利企業であるMicrosoftに渡すのは規約違反である。
ただ仮にGPT-5をMicrosoftに提供しなかったら、資金の提供が途絶える可能性は高い。つまりOpenAI社はこれ以上研究開発ができなくなる。
よって、サム・アルトマン氏は取締役会に対し、GPT-5はAGIを達成していないと主張したか曖昧にした上で、MicrosoftへGPT-5を提供しようとしたのではないか。
またもしそれを止めないとしたら、それは確かに取締役会の役割（安全で全人類に利益をもたらすAGIの構築)を果たせないことになる。
この辺を詳細に公表してしまうと、つまりGPT-5＝AGIという見方が世間で強まる可能性がある。
仮にそうなれば、OpenAI社は、MicrosoftにGPT-5を提供できなくなるだろう。
そのことはOpenAI社も困るが、一番困るのは上で説明した通り恐らくMicrosoftである。
恐らくGPT-5はAGIを達成していないことにして、時間を稼いでいる内に、AGIをMicrosoftに提供できるような体制にするのではないか。
尚、Microsoftの社長は、AGIが早期に達成する可能性を否定している。
https://jp.reuters.com/economy/industry/ZPLE2C2BPNKVZJ2PIBPOFWDK6Y-2023-11-30/
Appleが「Macの8GBはWindowsの16GB相当だぞ」と言ったもんだから、世間が騒がしくなっている。
それに輪をかけて、「Macの8GBと16GBを比べたら、16GBの方が速いぞ」という、いっけん関係していそうで、よく考えればまったく関係のない比較が結びつけられてしまって、これが人々の混乱を招き、騒ぎを大きくしてしまっている。
- M3 MacBook Proの8GBのメモリはWindows PCの16GBと同等 - こぼねみ
- Apple幹部、MacBook Pro (14-inch, M3, Nov 2023)の8GBメモリは他のノートパソコンのメモリ16GBに相当するとコメント | Mac | Mac OTAKARA
- M3 MacBook Proのメモリ8GBは「Windows PCの16GBに相当する」 | ゴリミー
- 「メモリ8GBは不十分」ーーM3 MacBook Proの検証動画が公開 | ゴリミー
- Appleが「M3 MacBook Pro」の8GBのユニファイドメモリは16GBの他製品RAMと同等であると主張 - GIGAZINE
いずれはまともな検証動画が上がってくるとは思うが、ひとまず、2023年以降のMax Techチャンネルに上がっている、Windowsとのメモリ効率の比較が可能な動画をあさり、並べてみたのでご覧いただきたい。私自身も懐疑的だったが、こうしてみると、あながちAppleの主張も荒唐無稽だとは言えないようだ。
Lightroom Classic (50x 42MP RAW Export)
| メモリ | 機種名と他スペック | 処理時間 | 参照 |
|---|---|---|---|
| ###### 48GB | MacBook Pro 16" M3 Max 1TB ($3999) | lll 0:30 | 12 |
| #### 32GB | MacBook Pro 16" M2 Max 1TB ($3499) | lll 0:39 | 11 |
| ## 18GB | MacBook Pro 14" M3 Pro 512GB ($1999) | llll 0:45 | 1 |
| ######## 64GB | MSI Z16P 16" i7-12900H 3080Ti 2TB ($4399) | lllll 0:51 | 11 |
| ## 16GB | MacBook Pro 16" M2 Pro 512GB ($2499) | lllll 0:57 | 5,9 |
| ## 16GB | MacBook Pro 14" M3 512GB ($1799) | llllll 1:03 | 4 |
| ## 16GB | MacBook Pro 14" M2 Pro 512GB ($1999) | llllll 1:06 | 1,4 |
| ## 16GB | MacBook Air 13" M2 512GB ($1699) | lllllll 1:13 | 10 |
| ## 16GB | MacBook Air 15" M2 512GB ($1699) | lllllll 1:17 | 6,7,8 |
| #### 32GB | XPS 15 9530 15" i7-13700H RTX4070 1TB ($2849) | lllllllll 1:32 | 5,6 |
| ## 16GB | Galaxy Book 3 Ultra 16" i7-13700H RTX4050 1TB ($2399) | lllllllll 1:32 | 9 |
| # 8GB | MacBook Pro 14" M3 512GB ($1599) | llllllllll 1:47 | 2,3 |
| ## 16GB | Galaxy Book 3 Pro 13" i7-1360P 1TB ($1649) | llllllllllll 2:01 | 10 |
| ## 16GB | LG Gram 15" i7-1360P 512GB ($1699) | llllllllllll 2:05 | 7 |
| # 8GB | MacBook Air 15" M2 256GB ($1299) | llllllllllllll 2:20 | 8 |
| # 8GB | MacBook Air 13" M2 256GB ($1199) | llllllllllllll 2:22 | 2 |
参照元: (外部リンク数の制限があるのでgoogle検索を介している)
注:
もっとも、先述の通り「Mac同士で8GBと16GBを比べたら当然16GBの方が余力があるので、Proを名乗る機種は16GB備えるべきだ」という意見は至極真っ当だとも思う。すなわち、上記のようなベンチマーク環境から、たとえばChromeのタブを追加で開いていったらどうなるかというと、MacだろうがWindowsだろうが8GB機ならすぐに悪影響が出てきてしまう。Macの8GBメモリの「処理効率」は確かに16GB相当かもしれないが、「同時に扱えるデータ量」は別物だということに注意してもらいたい。Macは後者についても効率的なのかもしれないが、それをWindowsとの比較で検証できる動画は見つけられなかった。
追記:
赤字で示したM3シリーズのうち、M3の2機種を比べてみてほしい。この2機種の違いは8GBと16GBの差、$200だけだ。それで1:47から1:03まで改善するのだから、$200の価値は高いと思う。またこの数字は、同時にChromeのタブを開いていく検証(参照元3)では、ますます差が開くことになる。16GBのほうは、20タブを開いてもびくともしない。
| メモリ | 機種名とスペック | 処理時間 | 参照 |
|---|---|---|---|
| ## 16GB | MacBook Pro 14" M3 16GB 512GB ($1799) | llllll 1:03 | 4 |
| ## 16GB | MacBook Pro 14" M3 16GB 512GB ($1799) | llllll 1:06 * with 5 Tabs | 3 |
| ## 16GB | MacBook Pro 14" M3 16GB 512GB ($1799) | llllll 1:06 * with 20 Tabs | 3 |
| # 8GB | MacBook Pro 14" M3 8GB 512GB ($1599) | llllllllll 1:47 | 2,3 |
| # 8GB | MacBook Pro 14" M3 8GB 512GB ($1599) | llllllllllll 2:00 * with 5 Tabs | 3 |
| # 8GB | MacBook Pro 14" M3 8GB 512GB ($1599) | lllllllllllllllllllllllllllllll 5:16 * with 20 Tabs | 3 |
なお、これはまさに冒頭で触れた「Macの8GBと16GBを比べたら、16GBの方が速いぞ」という検証である。Windowsとの比較を終えて、結局行き着くところはここなのだった。
