#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.

What Are ROC Curves and AUC? How Can You Tell Whether a Price Direction Prediction Model Can Truly Distinguish Between Outcomes?

In crypto quantitative trading, you can’t judge whether a model is effective by accuracy alone. Suppose BTC spends most of its time without a major rise. A model that always predicts a decline might still achieve seemingly good accuracy, yet fail to identify genuine opportunities to go long. ROC curves and AUC can help us assess a model’s ability to distinguish between different outcomes.

First, what is an ROC curve?

An ROC curve compares the true positive rate wi

What Is Multi-Timeframe Analysis? How Can You Combine Short and Long Timeframes to Avoid Making Poor Decisions Based Only on Local Price Action?

In crypto trading, BTC may be rising on the 5-minute chart while still being in a clear downtrend on the 4-hour chart. If traders only watch short timeframes, they may mistake a bounce for a trend reversal. Multi-timeframe analysis involves examining price structures across different timeframes to help traders understand the relationship between local fluctuations and the broader trend.

First, what is multi-timeframe analysis?

It means observing se

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

$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!

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 ‌

Wait patiently for market conditions that suit you
Although you can make a little, you still can't control the losses
Once profits and losses offset each other
there isn't much left

November 10 $ETH Market Update

Rate hike expectations heat up; waiting for CPI to set the direction

A recent New York Fed survey showed one-year inflation expectations reaching 3.9%, above the expected 3.78%. Combined with Fed officials repeatedly emphasizing inflation risks, concerns about a December rate hike have resurfaced.

The U.S. October CPI will be released tonight at 21:30. This data is important.

Looking at ETH, it fell to a low of 2051 yesterday, rebounded to around 2150, and then started weakening again.

It is currently fluctuating around 2100. The 1-hour moving averages are

$MU DO WE EXPECT A FALSE BREAKOUT?
We definitely can get it.. like this here..

What Is Time-Series Cross-Validation? Why Shouldn’t Crypto Predictions Randomly Shuffle the Training and Test Sets?

In crypto quantitative trading, machine learning models often need to be trained on historical data to predict future price movements. But if all the data is randomly shuffled and then split into training and test sets, as in a typical classification task, the chronological order may be disrupted, making the model’s evaluation results overly optimistic.

First, what is time-series cross-validation?

It is a method of organizing training and validation in chronological order. The

#Gate股票畅聊季 Zhongji Innolight (300308): Global leader in high-speed optical modules, a high-beta play on AI computing interconnects, silicon photonics iteration, and next-generation optical interconnects

I. Current chart pattern: Building momentum in a low-level trading range, with capital rapidly rotating around AI computing, high-speed optical modules, and silicon photonics
Zhongji Innolight (300308) is a global leader in high-speed datacom optical modules. Its main products include high-speed optical modules such as 800G and 1.6T, and it is developing cutting-edge interconnect solutions suc

$HYPE Today, just one anomaly: price at 74.58, down 11.7% over 7 days, stuck at the bottom—yet volume has been about twice the usual level all along. I hadn’t checked the past couple of days; took a quick look today…and wait, it’s the one making waves elsewhere, and it’s also behind a new on-chain development: an L2 built specifically for arb settlement has moved to HyperEVM, all of uni’s V2, V3, and V4 are live, and gas is settled in HYPE.

Here’s the question: a pile of new things are pouring onto the chain, but the price keeps sliding toward its 7-day low, while volume stays about the same.

$ETH The lower-timeframe pattern is forming a triangle, and a short-term upside breakout after consolidation seems more likely. It doesn’t look like a bearish continuation pattern, so a rebound is still expected in the short term. With all the negative news now out, the price should also start recovering and rising.

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

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

#RedBullDoublePodiumInBrazil
#GateSquare
Red Bull's Brazilian Grand Prix comeback: a double podium built on resilience, precision and teamwork
The 2026 São Paulo Grand Prix delivered one of the most remarkable recovery drives of the season. Red Bull left Interlagos with both drivers on the podium: Max Verstappen finished second and Isack Hadjar secured third. Lando Norris won for McLaren, but the story I find especially impressive is how Red Bull turned a difficult starting position and a demanding, changing-weather race into a double podium.

The result: two Red Bull drivers in the top

Doubao has officially integrated the Seedream 5.5 image model, adding three capabilities for image design: stable multi-turn editing, native RGBA transparent asset output, and more accurate rendering of lighting, materials, and complex text.

Rather than simply focusing on making images look good, this update targets real pain points like image cutouts, repeated revisions, and tiny text turning blurry. Whether it can gain a foothold will depend on the consistency of its actual image outputs.

$BTC

One blunt remark from the Fed chair sent all kinds of assets tumbling today.
Gold plunged 1.2%, silver slumped 2%, and Nasdaq futures weakened in response.
A few hours ago, Waller struck a hawkish tone in London, not only breaking the market’s ingrained expectations of easing but also laying out specific conditions for a rate hike:
Even if October’s CPI release tonight shows improvement, he still supports a 25-basis-point hike in December; and if core CPI rises 0.3% or more month over month, the Fed should consider going straight for a 50-basis-point hike, or risk undermining its credibility i