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Clement D.

Clement D.

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US Sanctions Russian Oil, Tesla Profit Misses: Top Finance News

by Clement D. October 23, 2025

The day’s price action in the crude oil market reflects the growing geopolitical tensions stemming from the US sanctions on Russia’s largest oil producers. This development is of particular interest to quantitative finance researchers and practitioners, as it highlights the complex interplay between macroeconomic factors, regulatory changes, and their impact on commodity prices.

Later in the article, we will explore the implications of these sanctions through the lens of the video “US Sanctions Russian Oil; Rubio Heads To Israel | Horizons Middle East & Africa 10/23/2025,” which delves into the broader regional dynamics. Additionally, we will discuss the potential trajectory of gold prices, as outlined in the forecast presented in the video “Gold Price to Reach $4,600 Next Year: Lombard Odier Forecast.” Furthermore, the article will examine the ripple effects of these events on the broader market, as evidenced in the video “US Sanctions Russian Oil Producers & Tesla Profit Tumbles | Daybreak Europe 10/23/2025.” Finally, we will explore the regulatory landscape and its implications for the technology sector, as discussed in the video “US Mulls Broad Software Curbs on China | The China Show 10/23/2025.”

🎥 US Sanctions Russian Oil; Rubio Heads To Israel | Horizons Middle East & Africa 10/23/2025 (Bloomberg)

The United States has announced sanctions on Russia’s largest oil producers, Rosneft and Lukoil, as the geopolitical tensions continue to impact global energy markets. Meanwhile, Tesla’s quarterly profit missed estimates despite a record surge in third-quarter sales. In other news, US Secretary of State Marco Rubio is set to arrive in Israel, while Chinese firms are courting African startups and innovation hubs with open-source AI models. Experts from Farro Capital, GSMA, Morocco’s Ministry of Trade and Industry, and Qhala CEO provide insights on the evolving landscape in the Middle East, Africa, and beyond.


🎥 Gold Price to Reach $4,600 Next Year: Lombard Odier Forecast (Bloomberg)

The discussion on the gold market presented by Lombard Odier EMEA CIO Nannette Hechler-Fayd’Herbe on Bloomberg Television suggests that the precious metal has emerged as the “ultimate diversifier” with important “structural purposes.” The analysis indicates that Lombard Odier forecasts gold prices may reach $4,600 in 2026.


🎥 US Sanctions Russian Oil Producers & Tesla Profit Tumbles | Daybreak Europe 10/23/2025 (Bloomberg)

In the aftermath of the geopolitical tensions between the United States and Russia, the American government has taken a decisive step in targeting the largest Russian oil producers, including Rosneft and Lukoil. This move represents a significant shift in the Trump administration’s policy, which previously maintained a more accommodating stance towards the Kremlin. The sanctions imposed on these energy giants reflect the long-standing strategic and economic rivalries between the two superpowers, as the global oil market continues to be a crucial battleground. Simultaneously, the electric vehicle pioneer Tesla has faced a dip in its profitability, with rising costs undermining a record quarter of vehicle sales. This development underscores the challenges the company faces in maintaining its dominance amidst intense competition and a rapidly evolving automotive landscape. Furthermore, the European software giant SAP’s cloud revenue falling short of estimates signals the broader economic headwinds that are weighing on the technology sector, as trade disputes and a weakening global economy continue to shape the business landscape.


🎥 US Mulls Broad Software Curbs on China | The China Show 10/23/2025 (Bloomberg)

The video segment examines the potential US government’s consideration of broad software curbs on China. This is a significant development with far-reaching implications for the technology sector and global trade dynamics. The analysis delves into the rationale and potential impact of such policy measures, drawing insights from expert commentary and market reactions. Alongside this central focus, the presentation also covers other timely topics, including US sanctions on Russian oil firms, Goldman Sachs’ assessment of China’s market outlook, and the Bank of Korea’s monitoring of foreign exchange and household debt. The multifaceted discussion provides a comprehensive overview of the key economic and geopolitical issues shaping the current landscape, offering graduate finance students a conceptually rich understanding of the complex interplay between policy, markets, and global dynamics.


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October 23, 2025 0 comments
News

Navigating Financial Trends: Insights for SEO-Driven News

by Clement D. October 21, 2025

Striking Statistic: $2.3 billion – the potential damages that French bank BNP Paribas could face after a court ruling linked the lender to human rights abuses in Sudan, sending its shares plummeting.

As the world’s financial markets closely monitor the fallout, a series of news events are unfolding that could have significant implications for investors. In our coverage today, we’ll explore the latest developments, including President Trump’s vow to “eradicate” Hamas if the militant group does not honor the ceasefire with Israel, as well as the potential market impact of Friday’s key CPI data. Stay tuned for these stories and more in the coming segments.

🎥 Trump Vows to ‘Eradicate’ Hamas as Gaza Truce Resumes (Bloomberg)

The video highlights the potential vulnerabilities and exposures in the fragile Middle East truce, as President Donald Trump vows to “eradicate” Hamas if the militant group does not continue to honor the ceasefire with Israel. The resilience of the truce is also a key factor, as it is now back in effect after a weekend of heavy fighting in the Gaza Strip. The risk analyst would note the potential for escalation and the ongoing tensions in the region, as well as the need for continued dialogue and diplomacy to maintain the ceasefire.


🎥 BNP Paribas Could Face Billions in Damages After Sudan Verdict (Bloomberg)

The court ruling linked the French bank BNP Paribas to human rights abuses in Sudan, leading to a plunge in the company’s share price and speculation that it will have to pay billions of dollars to settle related cases. The video report by Bloomberg’s Tom Metcalf analyzes the market implications of this development, which could result in significant financial damages for the bank.


🎥 USTs to Rally on Shutdown Until Friday’s CPI: 3-Minute MLIV (Bloomberg)

The 3-minute MLIV video analysis provides a concise outlook on the U.S. Treasury market, highlighting the potential for yields to rally until Friday’s critical CPI report. Key points include the 10-year yield nearing 4%, the impact of the impending government shutdown, and the likelihood of delayed inflationary pressures. This strategic memo aims to equip decision-makers with a focused assessment of the current market dynamics and their potential implications for investment strategies.


🎥 Trump Warns Hamas; Japan Elects Takaichi | Horizons Middle East & Africa 10/21/2025 (Bloomberg)

In a policy briefing, the video highlights several key implications for regulators, macroeconomic trends, and the broader financial system. President Trump’s remarks suggest potential progress on a US-China trade deal, with potential ramifications for global trade and investment flows. Additionally, his warning to Hamas over the Gaza ceasefire raises concerns about regional geopolitical tensions and their impact on economic stability. Finally, the election of Sanae Takaichi as Japan’s first female prime minister could signal policy shifts and their systemic effects, particularly in the Asia-Pacific region. Overall, the video offers insights into evolving dynamics that financial policymakers and analysts will need to monitor closely.


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October 21, 2025 0 comments
News

Powering Up: EV Charging Expansion, Accountability, and Market Insights

by Clement D. October 16, 2025

Amidst the market’s swirling uncertainties, investors found themselves facing a stark contrast between their expectations and the reality unfolding before them. As the finance world grappled with the implications of China’s BYD charging station expansion in South Africa and the global economic landscape, a deeper understanding of these events’ broader context became essential.

In our upcoming article, we will explore the nuances of these developments, drawing insights from the perspectives of industry leaders. From Mishal Husain’s incisive interviews with world leaders to the AI-driven analysis of market trends, we aim to provide our readers with a comprehensive understanding of the forces shaping the financial landscape.

Additionally, we will delve into the recent announcement by Swiss food giant Nestlé, which plans to cut 16,000 jobs, shedding light on the broader implications for the industry and the global economy. Through this multifaceted exploration, we hope to equip our audience with the knowledge and tools necessary to navigate the ever-evolving financial terrain.

🎥 China’s BYD Plans 200 to 300 Charging Stations in South Africa by End 2026 (Bloomberg)

In this conceptually rich and didactic presentation, we delve into the strategic expansion plans of Chinese electric vehicle manufacturer, BYD, in the South African market. Executive Vice President Stella Li outlines the firm’s ambitious goal to establish between 200 to 300 fast-charging stations across the country by the end of 2026, signaling a concerted effort to bolster its global footprint. The initial stages of this initiative involve the establishment of dealerships within South Africa, underscoring BYD’s commitment to ensuring a seamless customer experience as it navigates the local landscape. This strategic move aligns with the company’s broader objective to drive the adoption of electric vehicles, positioning it as a key player in the evolving mobility landscape of South Africa.


🎥 How Mishal Husain holds world leaders to account #politics #podcast (Bloomberg)

In a time of global uncertainty, effective communication and accountability from world leaders have become paramount. This insightful video examines how acclaimed broadcaster Mishal Husain deftly navigates high-stakes interviews, holding policymakers and decision-makers to account with unwavering professionalism. Viewers will gain valuable insights into Husain’s incisive questioning techniques, her ability to extract meaningful responses, and her commitment to uncovering the truth – essential skills for any institutional investor seeking to stay informed and make informed decisions. Packed with real-world examples and practical takeaways, this video offers a masterclass in journalistic excellence, providing a roadmap for investors to better understand and engage with the complex geopolitical landscape.


🎥 AI, Fed Bets Give Dip Buyers Fresh Boost: 3-Minute MLIV (Bloomberg)

The video presents a risk analyst’s perspective on the current market conditions, highlighting potential exposures, vulnerabilities, and resilience factors. The analysts discuss the impact of AI and Federal Reserve bets on investor sentiment, prompting a fresh boost in dip buying. The video examines the potential risks and opportunities associated with the jumbo Fed cut wagers, as well as the implications of the yen’s movement and Japan’s political landscape on the broader market. Overall, the video provides a comprehensive analysis of the key themes and factors influencing the financial markets, enabling analysts and investors to make informed decisions.


🎥 Swiss Food Giant Nestlé Announces Plans to Cut 16,000 Jobs (Bloomberg)

In the annals of corporate restructuring, the announcement by the Swiss food conglomerate Nestlé to slash 16,000 jobs, amounting to 6% of its global workforce, stands as a testament to the evolving landscape of the consumer goods industry. This strategic move, coming just weeks after the replacement of the company’s chief executive officer, underscores the need for multinational corporations to adapt to the shifting tides of consumer preferences and market demands. As the maker of iconic brands like Nespresso and KitKat grapples with the challenges of a rapidly changing business environment, this decision reflects the broader trends shaping the finance and manufacturing sectors, where companies must constantly reinvent themselves to maintain their competitive edge and ensure long-term sustainability.


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October 16, 2025 0 comments
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News

French Budget Debate: Tracking Political Stability in Finance

by Clement D. October 14, 2025

Quants have detected a peculiar pattern in the European financial markets, as the French government’s upcoming budget address by Prime Minister Sebastien Lecornu emerges as a critical juncture for political stability. Meanwhile, our analysis suggests that unresolved political risks in the region could present trading opportunities, as highlighted in the MLIV video. Later in the article, we’ll dive into the potential impacts of these developments, including the outlook for precious metals as discussed by BlackRock’s Evy Hambro, as well as the broader geopolitical landscape in the Middle East and Africa.

🎥 French Budget: PM Lecornu to Address Parliament (Bloomberg)

The French Prime Minister, Sebastien Lecornu, will address parliament on Tuesday, a critical moment for his government’s efforts to pass a budget and restore political stability. Lecornu was reappointed as premier just four days after resigning amid political infighting, underscoring the regulatory and macroeconomic challenges facing the government. The address will have significant systemic implications, as the successful passage of the budget is seen as essential for France’s economic recovery and the stability of the Eurozone.


🎥 Unresolved Political Risks Create Trading Opportunities: 3-Minute MLIV (Bloomberg)

The video segment provides a concise overview of several key geopolitical and economic developments that may present trading opportunities for analysts and investors. The discussion begins with an examination of China’s sanctions on a Korean shipbuilder with ties to the United States, highlighting the ongoing tensions and potential market implications. The analysis then shifts to the appointment of a new prime minister in France and the potential impact on the country’s political and economic landscape. Finally, the presenters delve into the dynamics of Japanese politics, including the collapse of the ruling LDP party, and the potential ramifications for the region’s markets and economy.


🎥 Gold Price Could Go a ‘Lot Higher,’ Says BlackRock’s Hambro (Bloomberg)

As an investment strategist, the outlook for precious metals, particularly gold and silver, appears promising. Evy Hambro, the head of fundamental equities thematic and sector investing at BlackRock, suggests that gold prices could “go a lot higher,” driven by a growing “currency aversion” trade. Moreover, the mining and production companies in this sector are currently undervalued, with Hambro noting that “they’ve never been cheaper than they are right now.” This presents a potential opportunity for investors, as these firms are earning “enormous margins” at current prices. However, investors should be mindful of the inherent risks associated with this market, such as volatility and geopolitical factors that could impact the demand for precious metals. Overall, the market sentiment seems to favor a bullish outlook for gold and silver, but prudent risk management is advised.


🎥 Trump Pushes Lasting Peace; Madagascar President Flees | Horizons Middle East & Africa 10/14/2025 (Bloomberg)

In this comprehensive report, institutional investors are advised to closely monitor the evolving geopolitical landscape in the Middle East and Africa. President Trump has intensified efforts to secure a lasting peace between Israel and Hamas, with the release of hostages and prisoners marking a historic moment. Meanwhile, the markets have displayed improved risk sentiment, though the great debasement debate continues to simmer beneath the surface. Furthermore, the escalating trade tensions between the United States and China remain a key concern, with both sides claiming the ball is in the other’s court. Insightful commentary from industry experts, including Yossi Shelley, Israel’s Ambassador to the UAE; Brett McGonegal, CEO of Capital Link; and Philip Bahoshy, founder and CEO of MAGNiTT, provides valuable context for investors to navigate these complex and rapidly shifting dynamics.


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October 14, 2025 0 comments
News

NYC Rent Crisis Deepens: Even the Rich Struggle to Afford

by Clement D. October 9, 2025

In the face of soaring rents and a seemingly unaffordable housing market, policymakers are grappling with a pressing question: can even six-figure earners afford to live in New York City? This issue will be explored in depth through a series of videos, including “The rent is still too high in New York City, even for the rich” and discussions on the “Insight with Haslinda Amin” and “Daybreak Europe” programs. As the economic landscape shifts, understanding the dynamics of the rental market in America’s largest city is crucial for crafting effective policy responses.

🎥 The rent is still too high in New York City, even for the rich #realestate #shorts (Bloomberg)

The Rent Conundrum: Echoes of New York’s Enduring Housing Challenge

In the annals of New York City’s storied real estate landscape, the modern-day rental crisis stands as a testament to the enduring complexities that have long plagued the urban metropolis. Even as the city’s economic fortunes have ebbed and flowed, the persistent struggle to find affordable housing has remained a constant, now ensnaring even those with six-figure incomes. This latest chapter in New York’s housing saga, as explored on the Big Take podcast, illuminates the far-reaching implications of the rental squeeze, casting a spotlight on the systemic forces that have reshaped the city’s social and economic fabric over time. As policymakers grapple with proposals to address this pressing issue, the reverberations of New York’s rental woes echo through the decades, serving as a sobering reminder of the deep-seated challenges that have long defined the city’s quest for housing equity and stability.


🎥 The Missing Pieces In Trump’s Gaza Deal | Insight with Haslinda Amin 10/9/2025 (Bloomberg)

In the latest installment of Insight with Haslinda Amin, viewers are offered a comprehensive analysis of the key details and potential pitfalls surrounding President Trump’s proposed Gaza deal. The discussion features insightful commentary from a diverse panel of experts, including perspectives on the delicate balance between Israel and Hamas, the challenge of reaching a lasting ceasefire, and the potential market implications of a breakthrough. As investors navigate the evolving geopolitical landscape, this in-depth examination provides a valuable window into the complexities and high-stakes negotiations that could shape the future of the region.


🎥 Israel-Hamas Hostage Deal & Macron Seeks New PM | Daybreak Europe 10/9/2025 (Bloomberg)

In the wake of a prolonged conflict, US President Donald Trump has announced a breakthrough in the hostage situation between Israel and Hamas. The two sides have reportedly agreed to terms for the release of all captives held in Gaza, with Israel set to withdraw its troops as part of the negotiated peace plan. This development is likely to be viewed positively by global markets, which will also be buoyed by China’s reopening from the Golden Week holiday and the continued strength of the AI sector, particularly in Japan. Meanwhile, French President Emmanuel Macron is moving swiftly to appoint a new prime minister, following the resignation of Sebastien Lecornu, who had been tasked with forging a coalition government. Today’s Daybreak Europe program will feature insights from a panel of experts, including an economist, a professor of international relations, and the CEO of a cutting-edge technology firm, as investors seek to navigate the shifting geopolitical and economic landscape.


🎥 Trump Says Israel, Hamas Reach Gaza Deal | Horizons Middle East & Africa 10/9/2025 (Bloomberg)

The video’s content reflects a significant development in the ongoing conflict between Israel and Hamas, as US President Donald Trump announces that the two sides have reached a deal for the release of all hostages held in Gaza. This agreement, which involves the exchange of Palestinian prisoners and detainees, could have broader implications for the region’s geopolitical landscape and the potential for future negotiations. The video also touches on other economic and industry trends, such as gold’s retreat from a record high and the US government’s approval for Nvidia to export advanced AI chips to the UAE, underscoring the interconnected nature of global markets and the complex web of factors shaping the region’s economic and political dynamics.


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October 9, 2025 0 comments
News

Navigating the Evolving Finance Landscape: Insights for Investors

by Clement D. October 7, 2025

The day’s events will have a lasting impact on the global finance landscape.

As graduate students in finance, we will delve into the critical developments that unfolded today, including the high-stakes negotiations between Israel and Hamas, the political crisis in France, and the vulnerability of haven bids to unknown U.S. data. We will also explore Orsted’s major capital raise and the potential resolution of the U.S. government shutdown.

To better understand these events, we will later review the video titled “Israel-Hamas Talks on Gaza War; France Crisis | Horizons Middle East & Africa 10/7/2025” and the “Haven Bids are Vulnerable to Unknown US Data: 3-Minute MLIV” video. Additionally, we will discuss the implications of Orsted’s $9.4 billion rights offering and the latest developments in the government shutdown negotiations.

🎥 Israel-Hamas Talks on Gaza War; France Crisis | Horizons Middle East & Africa 10/7/2025 (Bloomberg)

The presented clip from the finance program “Horizons Middle East & Africa” offers a comprehensive examination of several key geopolitical and economic developments in the region. The lecture-style format is structured to provide graduate finance students with a conceptually rich analysis of the salient issues.

The segment opens with a discussion of the political crisis in France, where President Macron has given the outgoing Prime Minister 48 hours to negotiate with rival parties to resolve the government’s instability. The analysis then shifts to the ongoing indirect talks between Israel and Hamas, set to continue in Egypt, providing critical insights into the dynamics of this regional conflict.

Interspersed throughout the presentation are interviews with subject matter experts, including Lale Akoner of eToro, Amar Bashir of Wealthbrix Capital Partners, and Yasmine Farouk of the International Crisis Group. These experts offer valuable perspectives on the global market implications, fixed-income strategies, and the regional geopolitical landscape, respectively.

The lecture concludes with a discussion of the challenges facing peace talks in eastern Congo, underscoring the complexity and volatility of the region’s political and security environment. Overall, the clip delivers a comprehensive, conceptually rich analysis of the pressing issues shaping the Middle East and African landscape, equipping graduate finance students with a robust understanding of the regional dynamics.


🎥 Haven Bids are Vulnerable to Unknown US Data: 3-Minute MLIV (Bloomberg)

The video provides a concise analysis of key market themes, including the potential impact of unknown U.S. data on haven bids, the close proximity of gold prices to $4,000, the influence of a potential government shutdown on haven bids, the strength of the U.S. dollar, and the performance of tech stocks, particularly the AMD deal. The analysis is directed at decision-makers, offering a strategic overview of the current market landscape and potential implications for investors.


🎥 Orsted Raises $9.4 Bln Amid Hit From US Wind U-Turn (Bloomberg)

The state-backed Danish firm Orsted A/S raised 60 billion Danish kroner ($9.4 billion) through a rights offering, with investors taking up 99.3% of the more than 900 million shares offered in the fully underwritten capital increase. The fund raise will allow the company to shore up its balance sheet after the Trump administration’s moves against offshore wind upended Orsted’s business model.


🎥 Government Shutdown: Trump Signals Talks as Democrats Refuse to Budge on ACA Subsidies (Bloomberg)

The ongoing government shutdown, which has stretched into its second week, has brought the contentious issue of healthcare subsidies to the forefront. President Donald Trump’s recent willingness to negotiate with Democrats over the Affordable Care Act (ACA) subsidies that are set to expire at the end of 2025 could signal a potential path to resolving the impasse. This move reflects the broader economic and political dynamics at play, as both parties grapple with the implications of the shutdown and its impact on the healthcare industry. As the negotiations continue, the outcome will undoubtedly shape the future of the nation’s healthcare landscape and the broader economic landscape.


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October 7, 2025 0 comments
best C++ ML Libraries
Libraries

Best C++ ML Libraries

by Clement D. October 3, 2025

This article explores the best C++ ML libraries, ranging from general-purpose frameworks to specialized toolkits for deep learning, linear algebra, and probabilistic modeling. Whether you’re building a high-frequency trading model, deploying AI on edge devices, or integrating ML into performance-critical systems, these libraries give you the flexibility of C++ combined with the power of modern machine learning.

1.Tensorflow

TensorFlow is one of the most widely used machine learning frameworks, originally designed with Python as its primary interface. However, it also provides a C++ API that allows developers to build and deploy ML models directly in performance-critical environments.

The C++ interface is lower-level compared to Python but offers significant advantages: reduced overhead, faster execution, and tighter integration into existing C++ systems. It is commonly used in high-performance computing, trading platforms, embedded systems, and real-time inference pipelines where every microsecond counts.

While training models in C++ is possible, it is often more practical to train in Python (using TensorFlow/Keras) and then export the model as a SavedModel or GraphDef. The C++ API is then used to load and run inference on that model.

TensorFlow’s C++ API provides tools for:

  • Loading computational graphs.
  • Executing inference sessions.
  • Managing tensors efficiently.
  • Running models on CPU or GPU with minimal overhead.

Because it is lower-level, error handling and debugging are more complex than in Python. However, once integrated, it can achieve extremely fast inference speeds.

Here’s a simple C++ snippet that demonstrates loading a TensorFlow graph and running inference:

#include "tensorflow/core/public/session.h"
#include "tensorflow/core/platform/env.h"

using namespace tensorflow;

int main() {
    Session* session;
    Status status = NewSession(SessionOptions(), &session);

    // Load a pre-trained model
    GraphDef graph_def;
    ReadBinaryProto(Env::Default(), "model.pb", &graph_def);
    session->Create(graph_def);

    // Prepare input tensor
    Tensor input(DT_FLOAT, TensorShape({1, 784})); // e.g., MNIST image

    // Run session
    std::vector<Tensor> outputs;
    session->Run({{"input_node", input}}, {"output_node"}, {}, &outputs);

    std::cout << outputs[0].matrix<float>() << std::endl;
}




2.Pytorch

PyTorch is one of the best C++ ML libraries, and its C++ distribution (LibTorch) brings its power to performance-critical applications. Unlike TensorFlow, which feels more graph-centric in C++, LibTorch offers an eager execution model very close to its Python counterpart.

LibTorch is commonly used when you need fast inference in C++ applications — for example, in trading engines, robotics, self-driving pipelines, and real-time computer vision systems. Developers can either:

  1. Train models in Python and export them via TorchScript for deployment in C++, or
  2. Train and run models directly in C++ using LibTorch’s API.

Key features include:

  • Seamless use of autograd in C++.
  • GPU acceleration with CUDA out of the box.
  • Tensor operations identical to Python PyTorch.
  • Integration with TorchScript for portable inference.

Compared to TensorFlow C++, PyTorch’s API feels more “native” and developer-friendly. It offers flexibility while maintaining high performance, making it a strong choice for production inference pipelines.

Here’s a small LibTorch snippet:

#include <torch/torch.h>
#include <iostream>

struct Net : torch::nn::Module {
    torch::nn::Linear fc{nullptr};
    Net() { fc = register_module("fc", torch::nn::Linear(784, 10)); }
    torch::Tensor forward(torch::Tensor x) { return torch::relu(fc->forward(x)); }
};

int main() {
    Net net;
    auto input = torch::randn({1, 784});
    auto output = net.forward(input);
    std::cout << output << std::endl;
}

3. MLPack

mlpack is a C++-native machine learning library designed for speed, scalability, and ease of use. Unlike TensorFlow and PyTorch, which are deep learning frameworks, mlpack specializes in classical ML algorithms such as regression, clustering, dimensionality reduction, and nearest neighbors.

Its design philosophy emphasizes:

  • High performance (optimized C++ code, often faster than Python equivalents).
  • Simplicity (intuitive, consistent API).
  • Flexibility (usable as a C++ library or via CLI/Python/Julia bindings).

mlpack shines in scenarios where deep learning isn’t necessary but you still want production-quality performance — e.g., finance, anomaly detection, recommendation systems, and embedded devices.

Some popular algorithms include:

  • k-Nearest Neighbors, k-Means, Gaussian Mixture Models.
  • Decision Trees and Random Forests.
  • Logistic and Linear Regression.
  • Collaborative Filtering.

It’s also header-only, so integration into existing C++ projects is straightforward.

Here’s a small mlpack example, training and evaluating logistic regression:

#include <mlpack/methods/logistic_regression/logistic_regression.hpp>
#include <armadillo>
#include <iostream>

int main() {
    arma::mat X; // Features
    arma::Row<size_t> y; // Labels

    X.randu(100, 10);    // 100 samples, 10 features
    y = arma::randi<arma::Row<size_t>>(100, arma::distr_param(0,1));

    mlpack::regression::LogisticRegression<> model(X, y, 0.001);

    arma::Row<size_t> predictions;
    model.Classify(X, predictions);

    std::cout << "Accuracy: " 
              << arma::accu(predictions == y) / double(y.n_elem) 
              << std::endl;
}

4.DLib

Dlib is a modern C++ toolkit containing machine learning algorithms, optimization tools, and computer vision functions. It is best known for its face detection and facial landmark recognition, but its scope is much broader, making it one of the most versatile C++ ML libraries.

Key strengths include:

  • Classical ML algorithms (SVMs, decision trees, k-means, regression).
  • Deep learning support with a clean C++ API for building neural nets.
  • Computer vision utilities (HOG detectors, object tracking, image processing).
  • Optimization solvers for linear and nonlinear problems.

Unlike TensorFlow or PyTorch, Dlib is less about large-scale deep learning and more about practical ML for real-world tasks. It’s widely used in embedded systems, robotics, finance anomaly detection, and face recognition applications.

Dlib is also header-only, making it easy to integrate into C++ projects without heavy dependencies. Its API is clean and expressive, leveraging C++11 templates and modern design.

Here’s a small example of training a Support Vector Machine (SVM) classifier with Dlib:

#include <dlib/svm_threaded.h>
#include <iostream>

int main() {
    typedef dlib::matrix<double,2,1> sample_type;
    dlib::svm_c_trainer<dlib::linear_kernel<sample_type>> trainer;
    std::vector<sample_type> samples = {{0,0}, {1,1}, {1,0}, {0,1}};
    std::vector<double> labels = {-1, 1, -1, 1};

    auto decision_function = trainer.train(samples, labels);
    sample_type test; test = 0.9, 0.9;
    std::cout << "Prediction: " << decision_function(test) << std::endl;
}
October 3, 2025 0 comments
News

Tech Bubble Burst? Navigating Finance with Bloomberg’s MLIV

by Clement D. October 2, 2025

Tech Stocks Face Scrutiny Amid Market Volatility: A Strategist’s Morning Note

As global markets navigate the current landscape, today’s key themes warrant close attention from analysts and investors. The MLIV team breaks down the potential implications of the tech stock landscape, while Bloomberg explores innovative solutions to power the growing demands of AI data centers. Additionally, the rise of OpenAI’s remarkable valuation underscores the transformative impact of emerging technologies. In the realm of personal wellness, an intriguing electro muscle stimulation suit showcases the intersection of technology and human performance. Amidst these diverse developments, our strategist’s morning note aims to provide a comprehensive overview to guide market participants in the days ahead.

🎥 So What If Tech Stocks Are in a Bubble?: 3-Minute MLIV (Bloomberg)

As a risk analyst, the video highlights several potential exposures and vulnerabilities in the global financial markets. The rally in global stocks following the US government shutdown suggests a degree of resilience, but the potential bursting of the tech stock “bubble” could pose significant risks. The sale of OpenAI shares and concerns over Japanese government bonds and government bonds in France, Spain, and the UK further underscore the fragility of the current market environment. Additionally, the potential for mass layoffs of federal workers due to the shutdown could have broader economic implications. While the video covers a range of topics, the overall message is one of caution, as the financial system continues to navigate a complex and uncertain landscape.


🎥 Would you wear a suit that zaps you with electricity? (Bloomberg)

Utilizing an electro muscle stimulation suit, an innovative approach to fitness and recovery, has garnered significant attention in the finance world. This video showcases the personal experience of Chris Rovzar, who explored the potential benefits of this technology after sustaining a few injuries. The video delves into the unique features of the suit, which aims to expedite the recovery process and potentially enhance muscle development. As the finance industry increasingly embraces cutting-edge solutions, the insights shared in this video underscore the growing significance of novel technologies in the realm of personal health and wellness, ultimately highlighting their relevance and impact within the broader financial landscape.


🎥 OpenAI Becomes World’s Largest Startup With $500 Bln Valuation (Bloomberg)

The recent transaction involving current and former OpenAI employees selling approximately $6.6 billion worth of stock to investors has propelled the ChatGPT owner’s valuation to a staggering $500 billion, making it the world’s largest startup. This significant boost in the company’s price tag, well beyond its previous $300 billion level during a SoftBank-led financing round earlier this year, highlights the growing financial significance of artificial intelligence technology and its potential impact on the global market.


🎥 AI Data Centers Need More Power: Could Oil Could Be the Answer? (Bloomberg)

The growing power demand from artificial intelligence data centers has sent wholesale electricity prices to record highs, posing potential vulnerabilities for the finance sector. Francisco Blanch, head of commodities and derivatives research at Bank of America, highlights the resilience factor of oil, which accounts for a third of the energy consumed globally. “Even though it doesn’t really play out that much into power generation, it could come back if prices stay this low,” Blanch explains during an interview on Bloomberg Television, suggesting oil as a potential solution to mitigate the exposure of AI data centers’ insatiable appetite for power.


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October 2, 2025 0 comments
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Navigating Trade Wars and Tariffs: Expert Insights for Investors

by Clement D. September 30, 2025

The recent volatility in financial markets signals a profound shift in the underlying technological and structural dynamics that shape the global economy. As quants and data analysts grapple with these changes, it is crucial to understand how geopolitical tensions, trade policies, and regulatory uncertainty are transforming the landscape.

In our upcoming articles, we will explore several key developments that are shaping the future of finance. First, we will examine the potential implications of China’s stance on Taiwan and how it could impact trade relations with the United States, as discussed in the video “Opinion: Will US Trade Taiwan for TikTok and Tariffs?”. We will then delve into the impact of the latest tariffs imposed by the Trump administration on timber, lumber, and kitchen cabinets, as detailed in the video “Trump Orders Tariffs on Timber, Lumber, Kitchen Cabinets”.

Additionally, we will analyze the potential market implications of the looming government shutdown in the United States, as covered in the video “Markets on Edge As US Shutdown Looms | Bloomberg: The Asia Trade, 9/30/25”. Finally, we will explore the proposed Gaza peace plan and its potential impact on global financial stability, as discussed in the video “Gov. Shutdown Looms; Proposed Gaza Peace Plan | Balance of Power: Late Edition 9/29/2025”.

By understanding these technological and structural transformations, finance professionals can better navigate the complexities of the modern market landscape and make informed decisions in the face of unprecedented challenges.

🎥 Opinion: Will US Trade Taiwan for TikTok and Tariffs? (Bloomberg)

In the video, Bloomberg Opinion Columnist Karishma Vaswani discusses the potential shift in the US-China relationship and its implications for Taiwan. Vaswani highlights China’s efforts to challenge the longstanding “strategic ambiguity” in Washington’s approach, urging the US to align with Beijing in opposing Taiwan’s independence. This change in wording, Vaswani argues, is a matter of survival for the self-ruling island and raises the risk of the US being perceived as an unreliable partner in the Asia-Pacific region. The discussion touches on the broader economic and geopolitical dynamics at play, underscoring the delicate balance the US must maintain in its relations with China and Taiwan.


🎥 Trump Orders Tariffs on Timber, Lumber, Kitchen Cabinets (Bloomberg)

The analysis presents the key findings from a video report on US President Donald Trump’s order to impose tariffs on imports of softwood timber, lumber, and kitchen cabinets. The order, effective from October 14 with some increases on January 1, is expected to significantly impact Canada as the largest wood supplier to the US. The report highlights the economic and trade implications of the tariffs, providing a concise and formal overview of the central points covered in the video.


🎥 Markets on Edge As US Shutdown Looms | Bloomberg: The Asia Trade, 9/30/25 (Bloomberg)

As the US government faces the prospect of a shutdown, investors are closely monitoring the potential regulatory, macroeconomic, and systemic implications. The video highlights the ongoing tensions between the Trump administration and Democrats over budget negotiations, with the looming shutdown posing risks to financial markets. Discussions around a potential peace plan for the Gaza conflict and the impact of US tariffs on the global economic outlook further underscore the complex web of geopolitical and economic factors shaping the current market landscape. Analysts and industry leaders provide insights on the challenges and opportunities facing investors as they navigate this uncertain environment.


🎥 Gov. Shutdown Looms; Proposed Gaza Peace Plan | Balance of Power: Late Edition 9/29/2025 (Bloomberg)

In a concise and formal strategic memo to decision-makers, the video “Balance of Power: Late Edition 9/29/2025” covers several key political and economic developments. (R) Sen. Ron Johnson argues that the government shutdown drama is unnecessary, while Former Deputy Assistant Secretary of Defense Evelyn Farkas discusses a proposed Gaza peace plan from President Trump and Netanyahu. Republican Strategist Marc Short warns of the threat of job cuts raising the stakes for a potential government shutdown. Additionally, Harvard Kennedy School’s Jeanne Sheehan Zaino and Stonecourt Capital Partner Rick Davis comment on Eric Adams’ decision to exit the NYC mayoral race. The video provides a comprehensive update on the intersection of politics and global business, offering insights for decision-makers.


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September 30, 2025 0 comments
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Navigating the Financial Landscape: Expert Insights for Optimal SEO

by Clement D. September 28, 2025

In the annals of financial history, one question has long puzzled investors and economists alike: what happens when a pointer is double deleted? This conundrum, explored in the captivating video “What happens when pointer is double deleted” from the esteemed CppNuts channel, holds the key to unlocking a deeper understanding of the intricate workings of finance.

As the financial landscape continues to evolve, the demand for skilled professionals capable of navigating the complexities of the industry has never been more pressing. The video “The Only Reason I Can ACTUALLY Build With AI Now” delves into the transformative power of AI, unveiling how tools like Drawbridge are revolutionizing the way we approach user interface design and coding workflows.

Moreover, the ongoing worker shortage in the manufacturing sector has prompted a closer examination of the role of legal immigrants in sustaining economic growth. In “America’s Worker Shortage: Why Manufacturing Companies Need Immigrants,” we explore the strategies employed by North Dakota companies, such as Cardinal Glass, to address this critical challenge.

For those aspiring to join the ranks of the financial elite, the video “How to Finding a Quant Job” provides invaluable insights into the rigorous requirements and competitive landscape of the quantitative finance industry. As students navigate the path to a successful career, this resource offers a glimpse into the dedication and expertise necessary to thrive in this dynamic field.

🎥 What happens when pointer is double deleted (Cpp nuts)

This research summary examines the implications of double-deleting a pointer in C/C++ programming. The key takeaways are as follows: First, the video demonstrates that double-deleting a pointer can lead to undefined behavior, which can result in memory corruption, segmentation faults, or other unpredictable outcomes. Second, it highlights the importance of carefully managing memory allocation and deallocation to avoid such issues. Finally, the video emphasizes the need for thorough error handling and defensive programming practices to ensure the stability and reliability of C/C++ applications. Overall, this presentation provides valuable insights into a common programming pitfall and the strategies developers can employ to mitigate its risks.


🎥 The Only Reason I Can ACTUALLY Build With AI Now (AI Lab)

In this insightful tutorial, the presenter showcases how AI agents can revolutionize the process of UI editing through Drawbridge, an open-source tool that batch-fixes interface issues efficiently. The video highlights the key financial implications of this innovative approach, which outperforms traditional prompt engineering methods by allowing artificial intelligence to process multiple changes simultaneously.

The video compares the performance of Cursor AI and Claude Code, revealing that while Cursor sometimes struggles with file detection, Claude delivers flawless results, underscoring the importance of selecting the right AI automation tool for optimal development workflows. Two transformative use cases are explored: a Landing Page Builder that empowers non-technical users to create prototypes by describing their desired components, and a Client Collaboration feature that streamlines the revision process by letting clients visually select elements for the AI to implement.

The presenter also demonstrates how to integrate design systems for consistent styling, ensuring the AI assistant follows specific design languages. This visual approach to AI-driven coding eliminates the back-and-forth typically required when fixing multiple UI issues, revolutionizing the way developers and teams work with artificial intelligence.


🎥 America’s Worker Shortage: Why Manufacturing Companies Need Immigrants (Bloomberg)

In a recent video, Bloomberg examines the critical worker shortage facing the manufacturing industry in the United States. As companies like Cardinal Glass in North Dakota struggle to fill essential roles, they have turned to legal immigrant workers from countries such as South Sudan and Haiti. However, with tightening immigration policies, the future of this labor pipeline remains uncertain. Institutional investors should closely monitor how manufacturing firms adapt to this challenge and the potential impact on their operations and profitability.


🎥 How to Finding a Quant Job (Dimitri Bianco)

In this insightful video, the presenter delves into the nuanced world of finding a quant job, highlighting the statistical signals and patterns that aspiring quants should be mindful of. The video emphasizes the importance of a master’s degree, a standout resume, and a deep understanding of quant finance topics as the key prerequisites for securing a coveted quant role. Additionally, the presentation underscores the value of networking, attending conferences, and conducting informational interviews to uncover hidden opportunities and stay ahead of the competition. By framing the content through a quantitative lens, the video provides a data-driven perspective on the challenges and strategies involved in navigating the highly competitive quant job market.


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September 28, 2025 0 comments
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