Best Free Volatility Indicator on TradingView for Gold Forex
This free technical indicator will help you easily measure the market volatility on Forex, Gold or any other market.
It will show you when the market is quiet , when it's active and when it's dangerous .
We will go through the settings of this indicator, and you will learn how to set it up on TradingView.
Historical Volatility Indicator
This technical indicator is called Historical Volatility.
It is absolutely free and available on TradingView, MetaTrader 4/5 and other popular trading terminals.
TradingView Setup
Let me show you how to find it on TradingView and add it to your price chart.
Open a technical price chart on TradingView and open the "Indicators" menu (you will find it at the top of the screen).
Search "Historical Volatility" and click on it.
It will automatically appear on your chart.
"Length" parameter will define how many candles the indicator will take for measuring the average volatility. (I recommend keeping the default number, but if you need longer/shorter-term volatility, you can play with that)
Timeframe drop-down list defines what time frame the indicator takes for measuring the volatility. (I recommend choosing a daily timeframe)
And keep the checkboxes unchanged .
How to Use the Indicator
Now, let me show you how to use it properly.
Wider the indicator and analyse its movement at least for the last 4 months.
Find the volatility range - its low levels will be based on the lower boundary of the range, high levels will be based on its upper boundary.
This is an example of such a range on USDCAD pair.
When the volatility stays within the range, it is your safe time to trade.
When volatility approaches its lows, it may indicate that the market might be slow .
Highs of the range imply that the market is very active
In-between will mean a healthy market.
The Extremes
The violation of a volatility range to the downside is the signal that the market is very slow . This would be the recommended period to not trade because of high chance of occurrence of fakeouts.
An upward breakout of a voliatlity range is the signal of the extreme volatility . It will signify that the market is unstable , and it will be better to let it calm down before placing any trade.
Volatility Analysis
That is how a complete volatility analysis should look.
At the moment, volatility reached extreme levels on CADJPY pair.
The best strategy will be to wait till it returns within the range.
Remember This
With the current geopolitical uncertainty and trade wars, market volatility reaches the extreme levels.
Such a volatility is very dangerous , especially for newbie traders.
Historical volatility technical indicator will help you to easily spot the best period for trading and the moment when it is better to stay away.
❤️Please, support my work with like, thank you!❤️
I am part of Trade Nation's Influencer program and receive a monthly fee for using their TradingView charts in my analysis.
GOLDCFD trade ideas
GOLD DAILY CHART ROUTE MAPHey Everyone,
Following up on our previous analysis, price action has continued to respect our Goldturn channel beautifully. After the strong move to 3272, we saw another push toward the channel top near 3433. This time, the ascending movement to the channel top was completed perfectly, hitting inline with our 3433 axis target.
The key takeaway here is that the channel levels are being respected with precision, validating the strength and reliability of our Goldturn channel framework. 3272 continues to provide solid support, and price remains well-contained within our defined range, reaffirming our strategy of buying dips near the lower end rather than chasing strength at the top.
We will now look for a break above the channel and then support to form above the channel top to confirm a continuation higher. However, failure to lock above the channel will likely result in a rejection back into the range, reinforcing the significance of these key levels.
We remain focused on trading within this structure, using our weighted Goldturns to guide entries on the lower timeframes (1H and 4H). As long as the range remains intact, we’ll continue to target quick 30–40 pip intraday moves while keeping an eye out for a breakout setup.
This is the beauty of our Goldturn channels, drawn using weighted averages rather than pure price action. This method helps us filter out noise and stay on the right side of the market, avoiding common traps.
Keep a close eye on how price behaves around 3272 and 3433. A clean break and sustained hold above the channel top could shift the game, but until that happens, we stick to the range plan.
Let’s stay patient and disciplined.
Mr Gold
GoldViewFX
Hanzo / Gold 30 Min ( Accurate Tactical Break Out Zones )🔥 Gold – 30 Min Scalping Analysis (Bearish Setup)
⚡️ Objective: Precision Breakout Execution
Time Frame: 30-Minute Warfare
Entry Mode: Only after verified breakout — no emotion, no gamble.
👌Bullish After Break : 3374
Price must break liquidity with high volume to confirm the move.
👌Bearish After Break : 3338
Price must break liquidity with high volume to confirm the move.
☄️ Hanzo Protocol: Dual-Direction Entry Intel
➕ Zone Activated: Strategic liquidity layer detected — mapped through refined supply/demand mechanics. Volatility now rising. This isn’t noise — this is bait for the untrained. We're not them.
🦸♂️ Tactical Note:
The kill shot only comes after the trap is exposed and volume betrays their position.
XAU/USD 2h chart pattern.I'm provided for XAUUSD (Gold Spot / U.S. Dollar) on the 2-hour timeframe, here's the analysis:
---
📉 Chart Pattern Insight
A clear ascending channel was forming.
Price broke below the lower trendline (highlighted in orange), signaling a potential bearish breakdown.
The price is currently retesting the broken trendline and starting to reject it — a bearish sign.
---
🎯 Target Levels Identified on Chart
You’ve marked two bearish targets with arrows:
1. First Target: Around $3,280
This aligns with a previous minor support area.
A reasonable short-term target after the trendline break.
2. Second (Deeper) Target: Around $3,245
Likely based on the full height of the channel projected downward (measured move).
This level could be the next major support.
---
📌 Summary:
Target Price Level Confidence
First Target ~$3,280 Medium-High
Final Target ~$3,245 Medium
---
Let me know if you'd like help setting stop-loss levels, trade management tips, or a risk-reward calculation based on your entry.
Middle East tensions rise; gold may hit new highs next weekThe Middle East situation has continued to escalate over the weekend, indicating that gold may witness a rally at Monday's opening. On Friday morning, risk aversion surged rapidly, pushing the gold price to around 3,444, followed by a pullback. During the European session, the price quickly retreated to around 3,408 before rebounding—our strategy to go long near 3,410 at the time proved profitable. In the U.S. session, gold mounted a second rally, peaking at around 3,446 before entering a pullback and consolidation phase. However, from a fundamental perspective, the overall trend remains bullish; thus, buying on dips remains the primary trading approach.
From a 4-hour technical view, immediate support lies in the 3,405–15 range, with key support at the recent resistance-turned-support zone near 3,375–80. When gold pulls back, traders should focus on longing near these levels. The critical bullish pivot for short-term traders has shifted up to the 3,345–50 zone; as long as gold holds above this level on the daily time frame, the dip-buying strategy should be maintained.
XAUUSD
buy@3405-3415
tp:3340-3360
Investment itself is not the source of risk; it is only when investment behavior escapes rational control that risks lie in wait. In the trading process, always bear in mind that restraining impulsiveness is the primary criterion for success. I share trading signals daily, and all signals have been accurate without error for a full month. Regardless of your past profits or losses, with my assistance, you have the hope to achieve a breakthrough in your investment.
DeGRAM | GOLD aim to test the lower boundary📊 Technical Analysis
● Hourly price is defending the channel’s lower half: three consecutive wicks bounced at 3 360, forming a descending flag whose base coincides with the dynamic support.
● OBV is edging higher while the flag narrows; a close above 3 408 would unlock the flag-measured move toward the upper rail / horizontal target at 3 444–3 450.
💡 Fundamental Analysis
● World Gold Council reports India’s jewellery demand rebounded 8 % w/w as monsoon concerns eased, while CME data show fresh 6 K-lot COMEX short-covering after the latest FOMC testimony tempered rate-hike talk.
✨ Summary
Long 3 360–3 380; flag break > 3 408 eyes 3 444 → 3 450. Bull view void on an H1 close below 3 343.
-------------------
Share your opinion in the comments and support the idea with a like. Thanks for your support!
Gold Hits PRZ with RD-! Time for Bears to Take Over?Gold ( OANDA:XAUUSD ) attacked the Resistance zone ($3,445-$3,406) once again, forming an Ending Diagonal at the top of the structure.
Although price reached the Potential Reversal Zone (PRZ) , the presence of Regular Divergence (RD-) between the last two peaks could indicate the weakening of bullish momentum .
In terms of Elliott Wave theory , we can clearly count a completed 5-wave structure , with an Ending Diagonal pattern . This supports the idea of a major correction starting soon .
I expect Gold to attack the lower lines of Ending Diagonal , and if it breaks, it could drop to at least $3,333 . The Second Target could be the Support zone ($3,451-$3,120) .
Do you think Gold will make a new All-Time High(ATH) again in this rally?!
Note: Stop Loss (SL) = $3,463
Gold Analyze (XAUUSD), 2-hour time frame.
Be sure to follow the updated ideas.
Do not forget to put a Stop loss for your positions (For every position you want to open).
Please follow your strategy; this is just my idea, and I will gladly see your ideas in this post.
Please do not forget the ✅ ' like ' ✅ button 🙏😊 & Share it with your friends; thanks, and Trade safe.
GOLD 4H CHART ROUTE MAP UPDATE & TRADING PLAN FOR THE WEEKHey Everyone,
This is an update from last weeks 4H chart route map, as levels are still valid and playing out as analysed. I have only updated the swing ranges accordingly.
3376 and 3438 was hit perfectly last week with ema5 cross and lock confirmation. We are now looking for ema5 cross and lock above 3438 for a continuation into 3498. Failure to lock above will follow with a rejection into the lower Goldturns for support and bounce inline with our plans to buy dips.
We will see levels tested side by side until one of the weighted levels break and lock to confirm direction for the next range.
We will keep the above in mind when taking buys from dips. Our updated levels and weighted levels will allow us to track the movement down and then catch bounces up.
We will continue to buy dips using our support levels taking 20 to 40 pips. As stated before each of our level structures give 20 to 40 pip bounces, which is enough for a nice entry and exit. If you back test the levels we shared every week for the past 24 months, you can see how effectively they were used to trade with or against short/mid term swings and trends.
The swing range give bigger bounces then our weighted levels that's the difference between weighted levels and swing ranges.
BULLISH TARGET
3376 - DONE
EMA5 CROSS AND LOCK ABOVE 3376 WILL OPEN THE FOLLOWING BULLISH TARGETS
3438 - DONE
EMA5 CROSS AND LOCK ABOVE 3438 WILL OPEN THE FOLLOWING BULLISH TARGET
3498
EMA5 CROSS AND LOCK ABOVE 3498 WILL OPEN THE FOLLOWING BULLISH TARGET
3551
BEARISH TARGETS
3302
EMA5 CROSS AND LOCK BELOW 3302 WILL OPEN THE FOLLOWING BEARISH TARGET
3235
EMA5 CROSS AND LOCK BELOW 3235 WILL OPEN THE SWING RANGE
3171
3113
EMA5 CROSS AND LOCK BELOW 3113 WILL OPEN THE SECONDARY SWING RANGE
3045
2987
As always, we will keep you all updated with regular updates throughout the week and how we manage the active ideas and setups. Thank you all for your likes, comments and follows, we really appreciate it!
Mr Gold
GoldViewFX
GOLD WEEKLY CHART MID/LONG TERM ROUTE MAPHey Everyone,
Following up on last week’s chart update, we saw another perfect test of the channel top, right in line with our Goldturn Channel expectations. The new weekly candle completed the channel top challenge with precision.
Our weekly chart idea is now playing out perfectly. We continued to get strong support above 3281, followed by another hit onto the 3387 channel top. But this time, we got something new: a body close above 3387, which confirms the gap to 3482 as active. We’ll now look for that 3482 target to be hit, ascending inline with the channel top.
Any rejection around these upper levels will likely see price retrace to find support at lower Goldturn levels. These are opportunities we’ll be watching closely to buy back in.
Price action remains well-contained between 3281 and 3387, but with that recent close above 3387, we’re now shifting focus toward higher expansion. The structure is rising, and the channel is guiding price beautifully, offering more room for smart, calculated positioning.
As long as we hold above the half-line and especially above 3281, we stay in buy-the-dip mode, favouring long setups from intraday Goldturn zones for quick 20–40 pip scalps or more extended swing entries when structure permits.
Should we see a failure to maintain above 3387 or a close back below 3281, we’ll reassess potential movement toward the lower channel boundary. Until then, the structure remains bullish within the channel and price is following our path perfectly.
The Goldturn methodology continues to prove its worth, cutting through noise, filtering out the fake outs, and keeping us on the right side of the market.
Stay sharp, stay patient.
MR GOLD
GOLDVIEWFX
THE KOG REPORT - UpdateEnd of day update from us here at KOG:
Price moved well today sticking to the bias level and completing the first two TP levels we had shared. The path illustrated yesterday also worked well giving the move into the support level, then the bounce upside into resistance before then resuming the move.
With FOMC tomorrow we can expect any sharp movement to happen in the late session and Asia, otherwise the pre-event price action has begun, we have a range in play with resistance above at the 3395 level and support below 3355-60 which has been highlighted. The bias will stand for now but we're going to take a back seat.
Price: 3382
KOG’s Bias of the day:
Bearish below 3401 with targets below 3365, 3358 and below that 3350
Bullish on break of 3401 with target above 3410 and above that 3425
RED BOXES:
Break above 3395 for 3406, 3410, 3416 and 3419 in extension of the move
Break below 3378 for 3368✅ and 3355 in extension of the move
As always, trade safe.
KOG
Gold Weekly Friday Trend Analysis and Trading RecommendationsOn Thursday, gold maintained a sideways trend, currently trading near $3,370. It hit a low of $3,347 and then rebounded immediately, while yesterday's Federal Reserve interest rate decision had little impact on market volatility. Since Monday, when bearish forces were stronger than bullish ones, the gold market has been seeing equalized bullish and bearish forces, consolidating as it waits for the next stimulus direction.
Once it stabilizes above $3,400 again, there is likely to be an inflection point, and it will gradually rise to test the upper track at $3,460–3,470. At the 4-hour level, it is currently under pressure at the middle track of $3,405, with support at $3,345.
Gold may break out of the current range on Friday. Intraday trading can focus on range operations between the support of $3,345 and the resistance of $3,400: when the gold price stabilizes above $3,360, you can lightly go long, with targets sequentially at $3,375 and $3,395; if it is resisted below $3,395, you can try to lightly go short.
XAUUSD
buy@3350-3360
tp:3380-3390-3400
Investment itself is not the source of risk; it is only when investment behavior escapes rational control that risks lie in wait. In the trading process, always bear in mind that restraining impulsiveness is the primary criterion for success. I share trading signals daily, and all signals have been accurate without error for a full month. Regardless of your past profits or losses, with my assistance, you have the hope to achieve a breakthrough in your investment.
XAU/USD Builds Bullish Momentum for Potential Upside MoveXAU/USD has formed a classic bullish flag pattern on the daily chart, indicating a continuation of the strong upward trend. After a sharp impulsive rally, the price consolidated in a downward-sloping flag, which has now been broken to the upside. This breakout signals renewed bullish momentum, supported by rising moving averages and price action holding above key support levels. The breakout candle shows strong volume and conviction, increasing the probability of further gains. As the market maintains its bullish structure, traders may look for continuation towards higher resistance levels in the coming sessions.
Entry Point: 3410
First Target: 3451
Second Target: 3530
Gold Trade Plan – Wait for the Trap, Then Catch the Move Price broke the ascending trendline and is now heading into a key demand zone around 3387–3390. My plan is to wait for the manipulation wick into the green zone, ideally touching the trendline confluence below, then catch the bounce for a clean long setup toward 3460+. If that fails, I’m ready to flip short after the liquidity grab.
Two scenarios on the table:
1- Rejection from the demand zone → bullish continuation.
2- Fakeout bounce → trap longs → reversal drop.
Stay patient, let price come to you.
Gold may exit from pennant and rise to resistance levelHello traders, I want share with you my opinion about Gold. The price previously made a strong impulse upward, forming a downward pennant, but this move lost steam after touching the seller zone around 3430 - 3440. From there, the market reversed and dropped sharply below the support level, even creating a visible gap. Didn’t last long, the price recovered quickly and made another strong move up, breaking out of the downward pennant structure. Since then, Gold has been trading inside a new formation, an upward pennant, where both support and resistance lines are gradually converging. This setup suggests growing pressure and the potential for a breakout. Currently, the price is hovering near the support line of this upward pennant. In my opinion, we may see a small correction to test this support, followed by a bullish rebound. If the structure holds, Gold could break out upward and head directly toward the 3430 resistance level, which matches the upper boundary of the previous seller zone — this is my TP 1. Given the strong impulse structure and continuation pattern, I remain bullish and expect further growth after this local retest. Please share this idea with your friends and click Boost 🚀
Disclaimer: As part of ThinkMarkets’ Influencer Program, I am sponsored to share and publish their charts in my analysis.
GPLD (XAUUSD) Breakout or Trap? Triangle Breakout AheadGold (XAUUSD) is forming an Ascending Triangle pattern, approaching a crucial resistance zone. Price action indicates potential for either a breakout or a false breakout (trap). Key targets and rejection levels are clearly marked on the chart. Stay alert for a possible rejection near the upper trendline or a breakout confirmation above the resistance zone.
This analysis is for educational purposes only — not financial advice. Always manage risk properly.
GOLD (XAUUSD): Your Trading Plan Explained⚠️GOLD is currently at a crucial daily horizontal support level.
It is consolidating within a horizontal range on the 4-hour chart, showing a positive bullish reaction and testing the range's resistance.
A breakout above this resistance with a 4-hour candle close would signal strong bullish momentum, potentially leading to further gains, with the next target at 3437.
Conversely, a bearish breakout below the support could initiate a downward movement.
Hanzo / Gold 30 Min ( Accurate Tactical Break Out Zones )🔥 Gold – 30 Min Scalping Analysis (Bearish Setup)
⚡️ Objective: Precision Breakout Execution
Time Frame: 30-Minute Warfare
Entry Mode: Only after verified breakout — no emotion, no gamble.
👌Bullish After Break : 3345
Price must break liquidity with high volume to confirm the move.
👌Bearish After Break : 3400
Price must break liquidity with high volume to confirm the move.
☄️ Hanzo Protocol: Dual-Direction Entry Intel
➕ Zone Activated: Strategic liquidity layer detected — mapped through refined supply/demand mechanics. Volatility now rising. This isn’t noise — this is bait for the untrained. We're not them.
🩸 Momentum Signature Detected:
Displacement candle confirms directional intent — AI pattern scan active.
— If upward: Bullish momentum burst.
— If downward: Aggressive bearish rejection.
🦸♂️ Tactical Note:
The kill shot only comes after the trap is exposed and volume betrays their position.
GoldFxMinds Sniper Plan — June 17, 2025 🚀 GoldMinds Battle Plan Loaded — June 17, 2025
Good morning GoldMinds 👋
The market is again building perfect traps after CPI & PPI whipped both sides last week. Liquidity is stacking and volatility is hiding behind a quiet news calendar — exactly when the market loves to attack both sides. We stay patient, sniper-style.
🌎 Macro & Sentiment:
No major data today, but liquidity still reacts after last week’s CPI & FOMC tone.
DXY remains stable — gold remains capped inside premium supply zones.
The real game now is liquidity manipulation — we focus on clean execution.
🔬 Structure & Bias:
✅ D1: Liquidity sweep above 3450 — sellers protecting premium.
✅ H4: Lower high distribution forming.
✅ H1: Bearish order flow starting to control.
✅ EMAs 5/21/50: compressed bearish.
✅ RSI: showing divergence on intraday.
Bias: Tactical Bearish — under 3460 we remain sellers on sweeps. Liquidity hunts both ways but premium remains the trap zone.
🎯 Sniper Zones
🔻 SELL ZONES:
3405 – 3410 → early pullback rejection zone
3435 – 3445 → main OB liquidity sweep
3452 – 3460 → extreme premium trap zone
🔻 BUY ZONES:
3365 – 3380 → golden zone buy (perfect fibo confluence)
3335 – 3345 → deep flush exhaustion buy
🔄 Tactical Scenarios
Sell spikes into premium → M15 rejection → target 3380 first.
If flushed into golden zone → watch M15 confirmation → target 3405.
If deep flush into 3335 → exhaustion buy setups only.
💡 Tactical Notes
No chasing — liquidity first, reaction second.
News absence = perfect condition for engineered liquidity sweeps.
Stay sniper. Only act when structure confirms.
🔥 If this sniper battle plan helps you prepare, smash the 🚀, drop your bias in comments & hit FOLLOW to support real structure-based trading. Let’s bring back real value content to TradingView.
GoldFxMinds 🧠✨
THE KOG REPORT - UpdateEnd of day update from us here at KOG:
Although many were anticipating a strong move upside on the open, we stuck to our guns and the algo which gave us the bias level as bearish below. Although we wanted a little bit higher, this worked well today with nearly all our bearish below target being completed again in one day apart from the remaining 3380.
For this reason, we'll stick with the plan for now with resistance now being the 3406 level which if held can force us down further into the level given before a potential RIP. With FOMC around the corner, we can expect some choppy and ranging price action tomorrow so tread carefully on the markets if you're less experienced.
KOG’s bias of the week:
Bearish below 3465 with targets below 3425✅, 3420✅, 3410✅ and 3406✅
Bullish on break of 3465 with targets above 3477, 3485, 3492, 3495 and 3503
Red Boxes:
Break above 3435 for 3443, 3448, 3465 and 3476 in extension of the move
Break below 3420 for 3410✅, 3406✅, 3397✅, 3385✅ and 3380 in extension of the move
As always, trade safe.
KOG
Could the Gold bounce from here?The price is falling towards the pivot which acts as a pullback support and could bounce from this level to the 1st resistance which is also a pullback resistance.
Pivot: 3,337.35
1st Support: 3,294.91
1st Resistance: 3,413.32
Risk Warning:
Trading Forex and CFDs carries a high level of risk to your capital and you should only trade with money you can afford to lose. Trading Forex and CFDs may not be suitable for all investors, so please ensure that you fully understand the risks involved and seek independent advice if necessary.
Disclaimer:
The above opinions given constitute general market commentary, and do not constitute the opinion or advice of IC Markets or any form of personal or investment advice.
Any opinions, news, research, analyses, prices, other information, or links to third-party sites contained on this website are provided on an "as-is" basis, are intended only to be informative, is not an advice nor a recommendation, nor research, or a record of our trading prices, or an offer of, or solicitation for a transaction in any financial instrument and thus should not be treated as such. The information provided does not involve any specific investment objectives, financial situation and needs of any specific person who may receive it. Please be aware, that past performance is not a reliable indicator of future performance and/or results. Past Performance or Forward-looking scenarios based upon the reasonable beliefs of the third-party provider are not a guarantee of future performance. Actual results may differ materially from those anticipated in forward-looking or past performance statements. IC Markets makes no representation or warranty and assumes no liability as to the accuracy or completeness of the information provided, nor any loss arising from any investment based on a recommendation, forecast or any information supplied by any third-party.
Intraday Gold Trading System with Neural Networks: Step-by-Step________________________________________
🏆 Intraday Gold Trading System with Neural Networks: Step-by-Step Practical Guide
________________________________________
📌 Step 1: Overview and Goal
The goal is to build a neural network system to predict intraday short-term gold price movements—typically forecasting the next 15 to 30 minutes.
________________________________________
📈 Step 2: Choosing Indicators (TradingView Equivalents)
Key indicators for intraday gold trading:
• 📊 Moving Averages (EMA, SMA)
• 📏 Relative Strength Index (RSI)
• 🌀 Moving Average Convergence Divergence (MACD)
• 📉 Bollinger Bands
• 📦 Volume Weighted Average Price (VWAP)
• ⚡ Average True Range (ATR)
________________________________________
🗃 Step 3: Data Acquisition (Vectors and Matrices)
Use Python's yfinance to fetch intraday gold data:
import yfinance as yf
import pandas as pd
data = yf.download('GC=F', period='30d', interval='15m')
________________________________________
🔧 Step 4: Technical Indicator Calculation
Use Python’s pandas_ta library to generate all required indicators:
import pandas_ta as ta
data = ta.ema(data , length=20)
data = ta.ema(data , length=50)
data = ta.rsi(data , length=14)
macd = ta.macd(data )
data = macd
data = macd
bbands = ta.bbands(data , length=20)
data = bbands
data = bbands
data = bbands
data = ta.atr(data , data , data , length=14)
data.dropna(inplace=True)
________________________________________
🧹 Step 5: Data Preprocessing and Matrix Creation
Standardize your features and shape data for neural networks:
from sklearn.preprocessing import StandardScaler
import numpy as np
features =
scaler = StandardScaler()
data_scaled = scaler.fit_transform(data )
def create_matrix(data_scaled, window_size=10):
X, y = ,
for i in range(len(data_scaled) - window_size - 1):
X.append(data_scaled )
y.append(data .iloc )
return np.array(X), np.array(y)
X, y = create_matrix(data_scaled, window_size=10)
________________________________________
🤖 Step 6: Neural Network Construction with TensorFlow
Use LSTM neural networks for sequential, time-series prediction:
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import LSTM, Dense, Dropout
model = Sequential( , X.shape )),
Dropout(0.2),
LSTM(32, activation='relu'),
Dense(1)
])
model.compile(optimizer='adam', loss='mse')
________________________________________
🎯 Step 7: Training the Neural Network
history = model.fit(X, y, epochs=50, batch_size=32, validation_split=0.2)
________________________________________
📊 Step 8: Evaluating Model Performance
Visualize actual vs. predicted prices:
import matplotlib.pyplot as plt
predictions = model.predict(X)
plt.plot(y, label='Actual Price')
plt.plot(predictions, label='Predicted Price')
plt.xlabel('Time Steps')
plt.ylabel('Gold Price')
plt.legend()
plt.show()
________________________________________
🚦 Step 9: Developing a Trading Strategy
Translate predictions into trading signals:
def trade_logic(predicted, current, threshold=0.3):
diff = predicted - current
if diff > threshold:
return "Buy"
elif diff < -threshold:
return "Sell"
else:
return "Hold"
latest_data = X .reshape(1, X.shape , X.shape )
predicted_price = model.predict(latest_data)
current_price = data .iloc
decision = trade_logic(predicted_price, current_price)
print("Trading Decision:", decision)
________________________________________
⚙️ Step 10: Real-Time Deployment
Automate the model for live trading via broker APIs (pseudocode):
while market_open:
live_data = fetch_live_gold_data()
live_data_processed = preprocess(live_data)
prediction = model.predict(live_data_processed)
decision = trade_logic(prediction, live_data )
execute_order(decision)
________________________________________
📅 Step 11: Backtesting
Use frameworks like Backtrader or Zipline to validate your strategy:
import backtrader as bt
class NNStrategy(bt.Strategy):
def next(self):
if self.data.predicted > self.data.close + threshold:
self.buy()
elif self.data.predicted < self.data.close - threshold:
self.sell()
cerebro = bt.Cerebro()
cerebro.addstrategy(NNStrategy)
# Add data feeds and run cerebro
cerebro.run()
________________________________________
🔍 Practical Use-Cases
• ⚡ Momentum Trading: EMA crossovers, validated by neural network.
• 🔄 Mean Reversion: Trade at Bollinger Band extremes, validated with neural network predictions.
• 🌩️ Volatility-based: Use ATR plus neural net for optimal entry/exit timing.
________________________________________
🛠 Additional Recommendations
• Frameworks: TensorFlow/Keras, PyTorch, scikit-learn
• Real-time monitoring and risk management are crucial—use volatility indicators!
________________________________________
📚 Final Thoughts
This practical guide arms you to build, deploy, and manage a neural network-based intraday gold trading system—from data acquisition through backtesting—ensuring you have the tools for robust, data-driven, and risk-managed trading strategies.
________________________________________
GOLD/USD Bearish Rejection at ResistanceGOLD/USD Bearish Rejection at Resistance 📉🟥
🔍 Technical Analysis Overview:
The GOLD/USD chart shows a clear bearish rejection pattern forming near the resistance zone around $3,450, marked with red arrows. After price tested this level twice, strong selling pressure appeared, resulting in a sharp decline.
📌 Key Observations:
🔴 Resistance Zone:
Price was rejected from the resistance area around $3,450 twice, indicating strong seller presence.
Double top-like behavior seen with lower highs confirming weakening bullish momentum.
🟠 Support Zone:
A well-respected support level near $3,250 has been identified based on past reaction (highlighted with orange circles).
Price previously bounced twice from this zone, validating it as a strong support level.
🎯 Target Level:
A near-term target of $3,305.586 is marked, which aligns with previous reaction zones and short-term structure support.
If momentum continues, a deeper push toward $3,250 support is probable.
📉 Bearish Bias Justified By:
Clear rejection from resistance
Lower high formation
Current consolidation with downward bias
Possible breakout to downside if $3,305 fails to hold
⚠️ Risk Note:
If price retraces and breaks back above $3,400 with volume, the bearish setup will be invalidated.
📊 Conclusion:
The chart favors bearish continuation with a primary target around $3,305, and extended downside to $3,250 if bearish pressure sustains. Traders should watch for bearish confirmation patterns below current price before engaging.
🔽 Resistance: $3,450
🔼 Support: $3,250
🎯 Target: $3,305