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Showing posts with the label portfolio

Bitcoin continues to outperform Warren Buffett’s portfolio, and the gap is set to widen

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Spot and levered Bitcoin positions have outperformed Berkshire Hathaway stock performance since early 2019. It is time for Warren Buffett to buy Bitcoin? Warren Buffett, the renowned investor and chairman of Berkshire Hathaway, celebrated his 93rd birthday on Aug. 30. Throughout his lengthy career, he has adhered steadfastly to a value investing strategy that bears some resemblance to the "buy and hold" approach often associated with cryptocurrencies.  However, Buffett’s focus is on assets with strong earnings potential, and investing in companies and sectors where he and his team possess a deep understanding of the associated risks, competition, and advantages. The question is whether such a laser-eyed strategy can outperform Bitcoin (BTC) in the long run. Moreover, investors should question why one of the greatest stock pickers of all time currently holds cash and short term bonds as the second largest position in his portfolio . An interesting example of this approach ...

Scientists created a crypto portfolio management AI trained with on-chain data

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According to the researchers, CryptoRLPM is the first reinforcement learning-based AI system using on-chain metrics for portfolio management. A pair of researchers from the University of Tsukuba in Japan recently built an AI-powered cryptocurrency portfolio management system that utilizes on -chain data for training, the first of its kind according to the scientists.  Called CryptoRLPM, short for “Cryptocurrency reinforcement learning portfolio manager,” the AI system utilizes a training technique called “reinforcement learning" to implement on-chain data into its model. Reinforcement learning (RL) is an optimization paradigm wherein an AI system interacts with its environment — in this case, a cryptocurrency portfolio — and updates its training based on reward signals. CryptoRLPM applies feedback from RL throughout its architecture. The system is structured into five primary units which work together to process information and manage structured portfolio s. These modules in...