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CA: qjhWVdryERmzBUcPgiFqb6icRndTRkP2PzYUEMmpump
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market oportunity
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LIVE1,910
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ON
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FLOAT
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There are still opportunities for short-term trades at midday. Opportunities don’t come from waiting—you have to create them yourself. Doesn’t making 600 points on Bitcoin feel great?
$ROBO
#ROBO
My stubborn old donkey friend is holding on.

If it breaks above 0.0047, it will have confirmed the breakout.

And of course, this is not financial advice. Just my personal opinion.
ROBO-2.79%
🏆 Gate hits the global Top 3 — giveaway time! 🎁
Per DeFiLlama (Nov 9), Gate ranked 3rd globally among CEXs, with $40.66M in 24-hour net inflows.
Let's celebrate 💙
🎁 3 winners × 5 USDT
Join in 👇
✅ Follow @Gate_Livezh & @Gate__Live
❤️ Like + Repost
💬 What's a recent win you're proud of? Share it below! 🏆
📊 Source:
https://www.odaily.news/zh-CN/newsflash/532275
‍#GateLive #Gate
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$BTC The short-term downtrend has basically bottomed out, as the price wicked below the first low and then recovered. It then made a second bottom with a false breakdown, once again recovering to near the lower channel boundary. It is now showing a bullish divergence pattern, so a rebound is likely to begin.
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BTC-0.67%
This is ridiculous! It launched and immediately tanked hard, dropping two zeros—now it’s down three zeros. I feel like it’s going to lose another zero. What was even the point of launching it? Sigh, who would still dare to buy in? Everyone’s just holding the bag now. My heart is ice-cold.
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What Is Class Imbalance? Why Can Cryptocurrency Prediction Models Look Accurate Yet Have No Trading Value?

In cryptocurrency quantitative trading, a model’s accuracy can easily be misleading. If most periods in the test data do not feature a strong upward move as defined, a model that always predicts “no rise” may still achieve high accuracy, yet fail to identify real trading opportunities. This is the problem caused by class imbalance.

First, what is class imbalance?

Class imbalance occurs when the number of samples in different classes varies greatly in a dataset. For example, only 100 of
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#英伟达突发风波股价承压CEO
The third item was already on the table before the scandal. Sales of NVIDIA's H200 chips to China were already under Congressional scrutiny through regulations such as the Remote Access Security Act, the AI OVERWATCH Act, and the Chip Security Act.

What is new is this: Jensen Huang was the strongest voice arguing that sales to China should continue. Now the same person is at the center of a China-linked intelligence allegation. This weakens NVIDIA's bargaining power in Washington. Senator Elizabeth Warren's call in late October for the board to investigate also shows this p
NVDA-4.34%
What kind of genius designer came up with this?🤣
Low-Cost Christmas
and
High-Cost Christmas
Solana's early-session directional thesis played out: after rebounding, it came under pressure and pulled back, with prices gradually moving lower, confirming the view that the rebound was weak. $SOL

The rebound lacked buying support, and the upside momentum was insufficient to last. After selling pressure emerged, prices retreated, in line with the early-session forecast. Market volatility was high, and support levels still require close monitoring. Trading risk controls must remain in place.
#Gate24小时净流入全球第三
SOL-0.77%
What Is Signal Filtering? How Can You Reduce False Breakouts and Invalid Entries in Crypto Trading?

In crypto trading, many traders immediately chase the price when it breaks through a resistance level, but the price may quickly pull back, forming a false breakout. Signal filtering aims to screen out low-quality opportunities after a trading signal appears by applying predefined conditions, reducing unnecessary entries. However, more filters do not necessarily make a strategy more reliable.

First, what is signal filtering?

Signal filtering means checking the trend, trading volume, volatilit
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What Is the Brier Score? How Can the Quality of a Trading Model’s Probability Forecasts Be Evaluated Mathematically?

In cryptocurrency quantitative trading, even a model that often correctly predicts the direction of price movements does not necessarily provide reliable probabilities. For example, if a model predicts a 90% probability that BTC will rise, but the price rises only 60% of the time in similar cases, it may be overconfident. The Brier score can help us evaluate the error between probability forecasts and actual outcomes.

First, what is the Brier score?

For binary predictions, th
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BTC-0.67%
What Is a Confusion Matrix? How Can You Understand the Exact Number of Correct and Incorrect Predictions Made by a Trading Model?

In crypto quantitative trading, a model may have a high accuracy rate, but that doesn't tell us where it is going wrong. For example, a model may be good at identifying declines but frequently miss opportunities to catch rises. A confusion matrix compares predictions with actual outcomes, helping traders see exactly how the model performs.

First, what does a confusion matrix include?

Take predicting whether the price will rise in the next period as an example. A
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⏰ Day 407 Live Spot Execution | Picking Up Chips Below Miners’ Shutdown Price

Foreign media are buzzing this morning: #BTC miners’ average production cost is now as high as $78,000, and the price has fallen to $74k, forcing miners to pull the plug

Network mining difficulty is expected to plunge 6.4% (the biggest drop since the major bottom in late June this year)

No need to buy mining rigs or pay electricity bills—at 03:00:22 this morning, my DCA machine bought ready-made chips directly below miners’ cost:
• Bought today: 400 USDC @ $74,589.9
• Total holdings: 1.7621 / 3.00 $BTC (58.74% c
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BTC-0.67%
BTC | ETH | Gold | Crude Oil
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LIVE3,859
My outlook for BTC and Ethereum: I’m still bullish on the higher timeframes, but bearish pressure is relatively strong on the 4-hour structure. Use the following as a reference. If you’re more aggressive, you can open an initial position at market; if you’re more conservative, wait for the right levels. Just my personal view.
BTC-0.67%
ETH-1.26%
Today, let’s talk about the higher timeframes

U.S. stocks rebounded last night, but crypto didn’t follow. Capital’s preferred choices show that crypto is still playing second fiddle.

See image 1: $ETH . ETH’s daily chart has broken below the bull-bear dividing line, also known as the bull/bear boundary at 2130-2190. A further breakdown on the daily chart would mean the structure has deteriorated, while recovery would take more time. A daily close back above 2190 would be a great buying opportunity.

See image 2: $BTC . BTC’s golden buying opportunity is at 72700. A break below that level would
ETH-1.26%
BTC-0.67%
Crude Oil Fell, Stocks Rejoiced! Geopolitical Risk Premium Fades—Who Are the Biggest Winners in This Rally?

The oil market has recently staged a dramatic turnaround.
Previously, expectations of escalating geopolitical conflict drove international oil prices steadily higher, as markets worried about disruptions to energy supplies. Now, signs of easing tensions have emerged, and investors are recalculating the risk premium, sending crude prices significantly lower.
As oil prices fall, the stock market seems to hear the starting gun, with risk assets rebounding across the board.
Why are stocks c
NAS100-0.20%
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