ML - The way the world works - analyzing how things work

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**ML – The way the world works – analyzing how things work**

Machine learning is the most important technological breakthrough in the 21st century. Listen to my views on the future of machine learning. Code demonstrations on YouTube under my channel David Nishimoto

Latest Episodes:

The euro crisis of 2022 Aug 08, 2023

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Deflation economics caused from the Ukraine war https://www.reuters.com/plus/could-the-euro-collapse

Housing price predictions and foreign investment trends and fed interest rate policy and election yr Aug 08, 2023

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Fed interest rate policy

Why ahl84001 does not prove conclusively life on mars Aug 06, 2023

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Follow the data

Anomaly detection - Finding knn outliers in data part 3 Aug 04, 2023

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Unsupervised learning

Svg fails and congress fails to blame the fed for raising interest rates so fast Aug 04, 2023

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Billions of dollars at risk in the bank failure

WHY ARE BOND YIELDS THE MEASURE OF WRITEDOWNS FOR CENTRAL BANKS Aug 03, 2023

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The central bank has been keen to show it is not financing the government's budget deficit To do this, it uses the debt-to-GDP ratio, which is the latest measure of its efforts to wean the economy off its addiction to debt But even if it is trying to stop the borrowings, it cannot do that overnight, especially not with so much debt to service The central bank can try to push up the interest rate it charges banks to borrow from it This is called repo or repurchase operations But the repo rate is generally not much higher than the government bond yield, which is why the latter is the true measure of the central bank's write-downs So, if the 10-year government bond yield goes up, the central bank is having to buy more bonds to keep injecting money into the banking system The central bank cannot simply raise the rate it charges banks to borrow from it as there is a risk of savers dumping their money into the banking system because of the higher interest rate And that is why it has been pushing up the repo rate, which is a less risky measure The central bank has also been buying foreign currencies from the market to keep the yuan stable The 10-year government bond yield is also a reflection of sentiment on the mainland If investors are confident about the economy, they will demand a higher yield for the bonds they lend to the government An increase in the yield is also a way of showing how much investors are not convinced by the central bank's efforts to stabilise the yuan If the central bank is losing the battle to stabilise the yuan, investors will demand a higher return to lend money to the government

A tornado in space - Herbig-Haro 46/47 Aug 03, 2023

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One theoretical possibility is that magnetic fields in the disk might focus the gas into narrow beams

Anomaly detection using multi variant data and isolation forests part 3 Aug 03, 2023

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Find value in business by analyzing multi variant data for outliers

Anomaly detection using boxplots , z scores, mad and isolation forest part 2 Aug 02, 2023

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Standard deviation

Anomaly detection using machine learning isolation forest and z scores part 1 Aug 01, 2023

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Isolation forest