$TOTAL crypto MC keeps doing what it has done from 2021 to 2023, with EXACT time to the day from the top to the absolute bottom.
Now retracing to the same Fib level, while 0.382 was also the level where it bottomed.

What is survivorship bias? Why can studying only coins that still exist today overestimate a strategy’s returns?

In the cryptocurrency market, some traders select currently popular and actively traded coins for historical backtesting, then use the results to assess whether a strategy works. But if they ignore projects that have been delisted, lost liquidity over time, or performed extremely poorly, the backtest results may be systematically biased. This phenomenon is called survivorship bias.

First, what is survivorship bias?

It refers to focusing only on objects that still exist or have su

What Is Data Leakage? How Is It Different from Look-Ahead Bias, and How Can You Avoid Misjudging Machine Learning Trading Models?

In crypto quantitative trading, machine learning models may achieve very high accuracy on a test set but perform poorly once deployed in real trading. Sometimes the problem is not that the model is insufficiently complex, but that data leakage occurred during training and evaluation, allowing the model to indirectly access information it should not have known.

First, what is data leakage?

Data leakage occurs when information that should not be available for the c

$PUFFER Ethereum holds enormous amounts of capital. But how much of it is actually being put to work?

At Agentic Settlement Night, co-hosted with @googlecloud and @Anchorage, Puffer Co-Founder @AmirOnchain introduced the concept of the “latent economy”, and what it could mean to unlock more of Ethereum's untapped potential.👇

SOL short, called it this morning. 🎯
10:30 Binance Square trade idea: Short at 86.10–86.35, stop-loss at 87.15, TP1 at 85.20.
Filled at the open; high of 86.61 never hit the stop-loss. Sold off to 84.91 at 17:10, TP1 hit, +1.19% (no leverage).
If 84.91 doesn’t hold, watch 84.30.
I’ll post the next trade idea on Binance Square first. Link in the comments 👇
Did you short SOL on this move or wait to buy the dip?

$UNI
O light of hope, a lone touch of green among a sea of flowers!

$BTC
BTC View Update:
After the decline on the lower time frame, BTC has been consolidating. The rebound structure isn’t very strong, so there may still be downside risk. I’m also sticking with my previous outlook and will keep watching how price reacts at liquidity levels.
Trading plan: I opened an initial position at 72888. If it drops 2,000 points, I’ll add to the position. I plan to hold for the medium term and ride a major rebound or reversal!

From one liquidation after another at the beginning to clawing my way up from 5000u to having a house and car and a happy marriage, all in just two short years. I’ve also summed up 8 principles for respecting the market and sticking to my trading rules.
1. The market is never wrong; only I am. Don’t get mad at the market or subjectively fight the trend.

2. Any market move can reverse. There are no 100% certain opportunities, so always leave room for error.

3. Profits come from the market, not from my brilliant predictions. Don’t get carried away by profits or casually increase position sizes

#每周来晒
Thank you for yesterday’s live discussion with Gate.io officials.
#大盘分析
The U.S. CPI report will be released tonight at 10 p.m. The main expectations aren’t too bad—for example, a rise of around 7% in the core index would be positive news. Why? Because the market and U.S. stocks have fallen over the past few days, already pricing in a lot of negative news. Unless this CPI reading, along with inflation, has reached an uncontrollable level, I’m bullish on the cryptocurrency market as a whole.

December hike odds are high because inflation is still above target, the economy is holding up, and two Fed voters already wanted to hike in October. The Fed held at 3.75%–4.00% on October 28, but Lisa Cook and Beth Hammack voted for a quarter-point increase.

Setting up my third Claude account—every click makes my heart race. A bad boy like A÷ really is so easy to love and hate.

$ARB
SHORT
ENTRY 0.16870 - 0.17
TARGETS : 0.1658, 0.163 , 0.16
STOPLOSS: 0.17035
LEVERAGE: 50X
INVESTED FUND ONLY 2%

$MU $SNDK SK Hynix—these few are bullish; market longs are better positioned than 95% of people in the market! No recommendations to short!

Shocking!!!!
Damn!!!!
Xiaohongshu has already started teaching
“How women who learn from Jensen Huang post on WeChat Moments”

What Is Look-Ahead Bias? Why Does Using Data Only Known in the Future Create False Profitability in Backtests?

In cryptocurrency trading, a strategy may perform almost perfectly in historical backtests but frequently lose money in live trading. Besides overfitting, there is another easily overlooked problem: look-ahead bias. It occurs when a backtest uses information that was not yet available at the time to make historical trading decisions, artificially inflating the strategy’s performance.

First, how does look-ahead bias occur?

For example, a strategy decides whether to buy at the end of

One thing crypto has taught me is that protecting your capital is just as important as making profits.

The market will always offer new opportunities, but patience and discipline help you avoid unnecessary mistakes.

You don't need to catch every move. Sometimes waiting is the smartest decision.

What's your biggest trading lesson so far? 👇

#Gate #CryptoCommunity #Bitcoin #TradingMindset #ShareWeekly
$NVDA ‌