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Getting Started:
Green ETFs – Opportunities and Risks
Introduction A green ETF is an exchange-traded fund that invests specifically in companies and sectors focused on environmental sustainability—like renewables, clean tech, or climate-oriented innovation. These ETFs offer a way
Read MoreSmart Beta & Factor‑Based ETFs Explained
Introduction In today’s dynamic financial markets, smart beta ETFs and factor ETFs have grown in popularity as strategic alternatives between traditional passive index funds and actively managed portfolios. They blend
Read MoreDiscovering Stocks with ChatGPT: A Quest for the Next 100x Opportunities
Wouldn’t it be incredible if you had invested $10,000 in Apple stock in 2010 and seen it grow to over $270,000 today, or in Nvidia, yielding over $2 million from
Read MoreStock Picking with ChatGPT
🧪 Experimenting with ChatGPT for Monthly Stock Portfolio Management In this ongoing experiment, I’m entrusting ChatGPT with the task of constructing and managing a diversified stock portfolio. Each month, ChatGPT
Read MoreAlgorithmic & Quant Trading:
Architecting Aspirations: Defining Core Objectives for a Trading AI in Advanced Financial Markets
Defining Objectives and Scope In the intricate tapestry of financial trading, Artificial Intelligence (AI) emerges as a potent needle, capable of weaving complex strategies into a profitable portfolio. However, the
Read MoreNavigating the Digital Market: An In-Depth Analysis of Algorithmic Trading Strategies for Advanced Traders
Preliminary Research and Requirement Analysis In the high-stakes realm of financial trading, algorithmic trading has emerged as a game-changer, redefining the way market participants engage with global exchanges. By leveraging
Read MoreMastering the Market: A Deep Dive into Algorithmic and Hedged Strategies for Trading AI
Preliminary Research and Requirement Analysis In the digital era, where high-frequency trades and automated systems dominate the financial markets, understanding the intricacies of both algorithmic and hedged strategies is paramount
Read MoreOutline of the journey to a profitable trading AI
What will happen? Developing a trading AI that employs hedged strategies involves several critical steps and decision points. Here’s a comprehensive outline that covers all the steps and options involved
Read MoreMachine Learning and Data:
ETF Investment For Beginners Chapter 8 – Stop-Loss Optimization & Advanced Trailing Exits
8.1 Why Stop-Loss Precision Matters Protecting profits and limiting loss isn’t just good practice—it’s essential for long-term success. Excessively tight stops get triggered by noise; overly wide stops risk meaningful
Read MoreHow to use Huggingface models with Python locally
Huggingface models in local Python environment You can use Hugging Face models locally in Python with the transformers library. Here’s how: 1. Install Required Libraries Make sure you have the
Read MoreWhat is MSE (Mean Squared Error) and RMSE (Root Mean Squared Error)?
How do I use MSE and RMSE? MSE (Mean Squared Error): Simple Explanation: Imagine you’re trying to hit a target with darts. MSE is like averaging the square of the
Read MoreChoosing the Right Reinforcement Learning Algorithm for Your Trading Bot
Reinforcement algorithms In the high-stakes domain of financial trading, where the markets oscillate with an often unpredictable fervor, AI-driven trading bots have emerged as a revolutionary force. However, the efficacy
Read MoreRisk & Performanc Metrics:
Risk analysis with ChatGPT
As the global economy faces increasing uncertainty, marked by events like the Dow plunging 2200 points due to tariff turmoil and the IMF warning of an economic slowdown, fears of
Read MoreThe Sharpe Ratio: A Deep Dive into Risk-Adjusted Returns
Trading performance metrics: In the world of finance and investment, where myriad metrics and measures vie for attention, the Sharpe Ratio stands out as a beacon for assessing risk-adjusted returns.
Read MoreOverfitting in Machine Learning: Understanding and Overcoming the Pitfall
Avoid overfitting: In the intricate dance of machine learning, where algorithms waltz with vast datasets to produce predictive models, one misstep can lead to a common and deceptive pitfall: overfitting.
Read MoreHow to evaluate the performance of a machine learning model?
Model Evaluation Evaluating the performance of a machine learning model for trading involves multiple aspects, from statistical metrics to out-of-sample testing. Here’s how you can assess if your machine learning
Read MoreTechnical Analysis & Patterns:
How can i use kalman filter for pairs trading?
Using the Kalman Filter Using the Kalman filter for pairs trading involves tracking the spread or the price difference between two correlated assets, which are part of a pairs trading
Read MoreBalancing the Scales: An Advanced Trader’s Comprehensive Guide to Hedged Strategies
Preliminary Research and Requirement Analysis In the unpredictable realm of financial markets, hedging stands as a fortress, safeguarding traders against the storm of volatility and uncertainty. For advanced traders, hedged
Read MoreHow to calculate triangular arbitrage opportunities
Triangular arbitrage strategies Triangular Arbitrage is a risk-free trading strategy that aims to exploit discrepancies in exchange rates between three different currencies in the foreign exchange market. The strategy involves
Read MoreMultiple Timeframe Analysis: The Panoramic View of Trading
In the intricate tapestry of financial market analysis, multiple timeframe analysis (MTFA) emerges as a technique that offers traders a panoramic view of market movements. By examining price action across
Read MoreTrading Strategies & Approaches:
Multi Asset Timing
Multi‑Asset Timing with GTAA: A Strategy Built for Steady Gains Since 1973 Imagine surviving every market storm—and barely noticing a dip. That’s what GTAA (Global Tactical Asset Allocation), popularized by
Read MoreDual Momentum Strategy: Outperform with Smarter Timing
Dual Momentum—coined by Gary Antonacci—is a rules-based investment method combining relative momentum (choosing the top-performing asset against peers) with absolute momentum (verifying that asset beats cash). It offers a powerful
Read MoreHow to evaluate a Stock or ETF with AI
Here’s a sophisticated ChatGPT prompt template you can use to evaluate any ETF comprehensively by simply changing the WKN (Wertpapierkennnummer). The prompt instructs ChatGPT to perform a full evaluation, covering
Read MoreReplicate the Norway Portfolio with ETFs using AI
Norway’s staggering Government Pension Fund Global (GPFG)—backed by oil revenues since 1996—is now worth over NOK 19 trillion (≈€1.8 trillion), due to cross-generational planning and disciplined saving norges-bank.no. With 72% of that invested
Read MoreNot Financial Advice
This article is for informational purposes only and does not constitute financial advice. Always conduct your own research before making any investment decisions.
