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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
OANDA:XAUUSD
by Goldviewfx
5
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
OANDA:XAUUSD
by Goldviewfx
3
Nasdaq must hold its line, otherwise more downsideMarkets are on edge. The Nasdaq is hovering just above its 200-day moving average and with so much angst in the market, this line must hold. If it breaks, risk sentiment could unravel quickly, and we could see a retest of recent 2025 lows. The trigger isn’t hard to find. Rising tensions in the Middle East are putting upward pressure on oil and energy. A sustained rally in crude would reignite inflation fears just as central banks begin easing. Powell was supposed to start cutting, but wars are always complicated. Higher energy costs hit consumers, slow growth and force policymakers to rethink their next moves. That’s a headwind for tech and growth names. Equities have enjoyed a solid run this year, pricing in a soft landing. But that assumption now feels shaky. Particularly for risky assets like the Nasdaq. The Dow might do better relative. The market isn’t just worried about geopolitics. It’s digesting the reality that inflation remains sticky. Bond yields are rising. Rate cuts are being pushed back. And oil isn’t helping. If the Nasdaq holds its 200-day line, the bulls stay in control. But a break below will shift the momentum. That’s why this week matters. We’re watching a simple but powerful signal. Stay above 20,500 and markets can stabilise. Break below, and volatility returns. This trade is only for the brave. The story is shifting. Stay alert. The forecasts provided herein are intended for informational purposes only and should not be construed as guarantees of future performance. This is an example only to enhance a consumer's understanding of the strategy being described above and is not to be taken as Blueberry Markets providing personal advice.
NASDAQ:NDXShort
by Blueberry
3
XAUUSD - High possibility of volatile market opening (20250616)Well, it is quite obvious we have a volatile geo-political crisis this weekend, so market may overreact once again to bring Gold to at least 3500 opening. Looking at volume, though Gold is in uncharted territory and it can be move as high as 3550 - 3600, I rather play for a quick profit. Hope later this Sunday, we can find some positive news that can at least hold the surge of Gold to minimum. Trade safe, Trade wisely. Monday will be a very volatile opening.
ICMARKETS:XAUUSDLong
by sharpie0319
1
Gold Testing Daily Resistance – Will the Breakout Hold?Gold is currently testing a major 1D resistance zone at 3432–3450 after a strong bullish move. • 1D Chart: Price has rallied back into the resistance zone after bouncing from ascending trendline support. • 4H Chart: Strong momentum candle broke through the prior 4H resistance zone at ~3360, confirming bullish pressure. • 1H & 23m Chart: Price is holding within a bullish channel, but showing signs of consolidation under key resistance. Key Zones: • Support: 3380 / 3360 • Resistance: 3432–3450 Bias: Bullish above 3360. Needs daily close above 3450 for continuation.
PEPPERSTONE:XAUUSDLong
by AutoMarkets
MGY: Technical Breakout + Fundamental Momentum = Quiet Winner?Magnolia Oil & Gas (MGY) is showing one of the cleanest technical breakouts in the energy sector — and the market hasn’t priced it in yet. After months of pressure, price has broken above both the 50-day and 200-day moving averages with rising volume, signaling a clear phase shift from distribution to accumulation. Recent candles confirm control shifting to the buyers, with a tight structure, rising lows, and bullish momentum building underneath resistance. The fundamentals back the technical setup. In the latest earnings report, MGY delivered a 9.7% revenue increase, $110M in free cash flow, and continues to pay dividends with low leverage. UBS upgraded the stock with a $29 target, which aligns precisely with the post-breakout projection. Operationally, the company is expanding in key U.S. basins like Eagle Ford, while seeing growing demand from Australia and Latin America. With oil prices pushing higher and geopolitical tensions rising, MGY stands out as a stable energy play in a volatile world. Holding above the $24.00–$24.30 zone keeps the breakout valid, with $29+ as a natural magnet for price. Most investors are still asleep on this name — but the structure is already telling a very different story.
NYSE:MGYLong
by TotoshkaTrades
10
PLAINS - LONG TERM BUY OPPORTUNITY FOR 25%+ GAINSPLAINS ALL AMERICAN PIPELINE, L.P. (PAA) has been recovering from all-time lows at $3.00 per share in 2020 with a nice upward channel forming over the past 5 years. Expect some choppy price movements around $20.00 per share but once price breaks above, the next price target is $30.00 per share over the next few years. With uncertainty and war in the middle east, oil and oil stocks can be considered great investments, especially when the U.S. decides to invest more in producing oil domestically. Don't be surprised if the rise moves faster than anticipated if more uncertainty arises in the middle east.
NASDAQ:PAALong
by Miiztasatish
Buy OIL & GOLD, Sell Stocks Indices When Missiles Are Flying!In this Weekly Market Forecast, we will analyze the S&P 500, NASDAQ, DOW JONES, Gold and Silver futures, for the week of June 16-20th. When missiles start flying in the Middle East, investors become reactively risk averse. Money goes from stocks to safe havens and oil. That's it. Expect oil prices to rise, Gold to reach new highs, and the equity markets to see more sellers than buyers. This environment may last a few days or a few weeks. Keep an ear to the news. Enjoy! May profits be upon you. Leave any questions or comments in the comment section. I appreciate any feedback from my viewers! Like and/or subscribe if you want more accurate analysis. Thank you so much! Disclaimer: I do not provide personal investment advice and I am not a qualified licensed investment advisor. All information found here, including any ideas, opinions, views, predictions, forecasts, commentaries, suggestions, expressed or implied herein, are for informational, entertainment or educational purposes only and should not be construed as personal investment advice. While the information provided is believed to be accurate, it may include errors or inaccuracies. I will not and cannot be held liable for any actions you take as a result of anything you read here. Conduct your own due diligence, or consult a licensed financial advisor or broker before making any and all investment decisions. Any investments, trades, speculations, or decisions made on the basis of any information found on this channel, expressed or implied herein, are committed at your own risk, financial or otherwise.
CME_MINI:MES1!
by RT_Money
XAUUSD BATTLE PLAN — 16 JUNE 2025GoldFxMinds — Sniper Liquidity Execution 👋 Hello traders — we’re entering a highly tactical week where liquidity rotation dominates both sides of the board. This is no longer trend-following — this is liquidity chess. 🔎 Market Narrative Gold remains structurally bullish after a clean sequence of higher lows: 3120 → 3246 → 3448. Last week’s sweep above 3447 cleared weak hands, activated premium liquidity traps, and left price fully positioned inside extended premium expansion. Smart money continues rotating liquidity aggressively as markets prepare for this week’s heavy catalysts. With FOMC, Powell’s press conference, Fed projections, and Middle East tensions all unfolding, institutional positioning is building quietly beneath surface price moves. For us, this is not a moment to guess or force trades — this is the phase where patience and structure offer the only real edge. 🎯 GoldFxMinds Bias for 16 June 2025 🔼 Short-term: Price remains inside premium expansion, with open liquidity layers above 3450 → 3480 → 3505 still uncollected. We allow price to finish hunting late buyers before considering any premium exhaustion reactions. No blind shorting inside premium unless exhaustion signals confirm. 🔽 Medium-term positioning: Controlled pullbacks into 3368 and deeper recalibration zones offer the cleanest tactical long opportunities, aligned with higher timeframe bullish structure for potential future premium expansions. ❌ No aggressive directional conviction intraday: The current structure demands discipline, patience, and reactive execution — not early bias. 🔼 Premium Supply Zones (Sniper Calibrated) Price Zone Explanation 3450 – 3462 🔸 Premium inducement zone — early liquidity pocket where price may react mildly before sweeping deeper premium levels. 3480 – 3495 🔸 Liquidity collection extension — gap zone drawing in late buyers and liquidity build-up above recent highs. 3505 – 3515 🔸 Premium exhaustion — final sweep level for late liquidity grabs before potential higher timeframe recalibrations. 🔽 Demand Defense Zones (Sniper Calibrated) Price Zone Explanation 3410 – 3400 🔸 Micro pullback — short-term liquidity refill zone valid for scalps, not for strong swing positioning. 3368 – 3352 🔸 Tactical bullish recalibration — strong HTF OB + FVG combo, valid for tactical swing positioning with structure confirmation. 3308 – 3292 🔸 Institutional re-accumulation base — deeper liquidity recalibration where larger players likely step in for new expansions. 🎯 Execution Flow & Tactical Outlook We let liquidity fully expose itself before positioning: Above 3450: Expect continued liquidity sweeps. Monitor sharp reactions above 3480 for exhaustion setups — only trade short-side if clear rejection signals emerge. Into pullbacks: Minor dips toward 3410 offer quick reactive scalps only. The real positioning opportunities open inside 3368 and deeper zones, where recalibration offers cleaner entries aligned with HTF bullish structure. Discipline is key: No chasing. No prediction. Only reaction to clean liquidity behavior. 🧠 Trader’s Mindset for This Week We're facing one of the heaviest institutional risk weeks: 🏛 FOMC Interest Rate Decision → Major market-moving catalyst. 🏛 Powell’s Press Conference → Immediate tone-shifting potential. 📊 Fed Projections → Will influence short-term USD positioning. 📊 Retail Sales & Housing Data → Potential intraday volatility triggers. 🌍 Middle East Tensions → Underlying risk bid remains supportive for gold. Each event is fuel for liquidity displacement. We don't react emotionally — we position where liquidity delivers. 🚀 If this battle plan helps you stay fully locked — drop a 🚀, share your views, and follow GoldFxMinds for sniper liquidity updates throughout the week. Stay sharp — liquidity always moves first. — GoldFxMinds
TRADENATION:XAUUSD
by GoldFxMinds
1
XAUUSD H4 Outlook — 16 June 2025👋 Hello team, here’s where we stand before the upcoming key week: 🔎 The Narrative Gold remains in bullish control after weeks of controlled expansion. The clean breakout above previous major highs triggered liquidity resets that cleared significant weak-handed positions. Last week’s sweep into 3447 activated premium liquidity, trapping late buyers at the edge of impulsive highs. But the game is far from over — smart money continues to rotate liquidity at these extreme levels, using premium expansion to build further trap pockets both above and below. Behind this technical expansion, macro tensions continue to fuel underlying gold demand. Geopolitical uncertainties remain elevated with the Middle East escalation risk growing, while recent Fed positioning keeps rate path expectations flexible. The upcoming FOMC decision later this week will likely act as the true liquidity catalyst — until then, gold remains positioned for further inducement cycles as both buyers and sellers continue to get baited into traps. 🔼 Premium Supply Zones Price Zone Description 3447 – 3470 Weak high sweep — premium liquidity trap fully active 3500 – 3525 Main extension liquidity pocket — Fibonacci cluster (1.272 & 1.414 extensions) 3550 – 3570 Exhaustion inducement — full 1.618 premium extension stack 🔽 Demand Defense Zones Price Zone Description 3415 – 3395 Minor imbalance recalibration — short-term liquidity refill zone 3365 – 3345 Core breakout OB + FVG overlap — main recalibration zone if pullbacks extend 3285 – 3265 HTF bullish structure base — BOS origin + deep recalibration defense level 🎯 Where We Stand Right Now ✅ Smart money holds full control inside premium expansion. ✅ Inducement layers remain open both above and below current price. ✅ We expect short-term liquidity sweeps before any major expansion unfolds. ✅ No change in bias — bullish structure remains valid while 3285 holds. 🔐 The Mindset 👉 This is not the place for aggressive chasing. 👉 Liquidity will continue to hunt both sides into key events ahead. 👉 Our job is not to predict, but to position with discipline once liquidity confirms displacement inside the calibrated zones. 🚀 If this breakdown helps you stay locked: 💬 Drop a 🚀, leave your thoughts & follow for full sniper-level updates as we approach a volatile week ahead. Stay sharp — the trap is already in play. — GoldFxMinds
TRADENATION:XAUUSD
by GoldFxMinds
XAUUSD FULL DAILY OUTLOOK — 16 JUNE 2025👋 Hello traders, welcome to a key week for gold. The bullish expansion continues to unfold cleanly, following weeks of calculated breakout sequences. After liquidating major liquidity pockets below 3120 earlier this year, gold shifted into controlled higher timeframe expansion. The breakout above May’s consolidation confirms full bullish structure control. However, we are now entering premium exhaustion territory, where liquidity traps become increasingly dangerous for emotional traders. This is where most fail — chasing late breakouts — but we stay patient and execute only inside clean zones. 🔎 STRUCTURE PROGRESSION ✅ Weekly BOS fully confirmed → higher timeframe bullish structure intact. ✅ Daily has printed higher lows at 3120 → 3246, leading to the recent higher high at 3448. ✅ Price is now extended into premium expansion. ✅ EMA 5/21/50 fully locked bullish — trend continuation bias. ✅ RSI remains firm but near extended levels. ✅ Fibonacci extensions above are now fully in play. 🎯 DAILY BIAS — 16 JUNE 2025 Primary bias remains bullish as long as price holds above 3355 structure. Price sits inside premium expansion, where liquidity traps may unfold near 3448–3505. Controlled pullbacks into 3405–3385 remain healthy for continuation, while deeper dips into 3325 open better risk-reward positioning. Bullish continuation remains the base case, but aggressive premium sweeps before FOMC remain highly probable. 🔼 DAILY SUPPLY ZONES Price Zone Context 3448 – 3460 Breakout premium supply (first liquidity trap zone) 3500 – 3505 1.272 Fibonacci extension — major liquidity pocket 3570 – 3575 1.618 Fibonacci extension — exhaustion premium trap 🔽 DAILY DEMAND ZONES Price Zone Context 3405 – 3385 Shallow pullback liquidity zone 3355 – 3325 Main Daily OB demand — structure protection 3290 – 3255 Deep flush zone — extreme HL recalibration zone ⚠ THE BATTLE THIS WEEK ✅ Price may attempt premium sweeps above 3448 → 3505 before any deeper correction. ✅ Below 3385 lies the first reactive zone for controlled pullbacks. ✅ FOMC remains the dominant macro driver — liquidity will likely front-run into Wednesday. ✅ Patience is key — the market may trigger both traps before any clear directional expansion unfolds. 🔐 Mindset Reminder: In premium we don't chase — we wait for the market to exhaust liquidity and show real intent. Our job is not to predict reversals, but to execute once liquidity confirms displacement. 🚀 If this helped you build your map for the week, hit that 🚀, drop your thoughts below, follow for full sniper insights. We trade clean. We execute precise. — GoldFxMinds
TRADENATION:XAUUSDLong
by GoldFxMinds
XAUUSD Weekly Outlook 16-20 JuneHello traders 👋, A powerful week ahead with extremely sensitive fundamentals in play. 🔎 Macro Fundamentals 🔥 FOMC rate decision + press conference coming up. This will set the tone for USD and risk markets. 🏦 FOMC statement + economic projections will guide the next dollar liquidity wave. 📊 Key US consumer data via Retail Sales and Core Retail Sales. 🏠 Housing sector updates: Permits, Starts, NAHB. 📈 Business inventories, Philly Fed, CB Leading Index, TIC flows. ⚠ Volatility expected to spike heavily mid-week during the Fed. The market is positioned for liquidity grabs, with strong potential for traps both sides. Execution requires sniper discipline. 🔬 Technical Structure — Weekly Chart Context Weekly bullish BOS confirmed. Weak High sitting at 3448, currently challenged. We are extended in premium territory after multiple bullish expansions. Main premium OB zone: 3445 - 3465, highly reactive zone. Discount demand stands lower around 3320 - 3280 and 3100 key weekly equilibrium. EMAs remain fully locked bullish. RSI approaching extended levels (71), risk of profit-taking spikes remains. 🎯 Key Weekly Levels Type Zone Comment 🔼 Resistance 3445 – 3465 Active premium trap zone 🔼 Resistance 3502 1.272 Fibonacci extension 🔼 Resistance 3572 1.618 Fibonacci extension 🔼 Resistance 3649 2.0 Fibonacci extension 🔽 Support 3320 – 3280 Last valid weekly OB 🔽 Support 3100 Weekly equilibrium & demand 🧭 Weekly Bias 🔧 Primary bias: bullish continuation still intact while weekly structure remains protected. Watch for sweeps above 3445-3465. 🔧 Potential correction risk from high-impact fundamentals (FOMC). Buy dips if structure holds. 🔥 If you enjoy this clean breakdown: hit that 🚀, follow & drop your thoughts below! Stay sharp traders — we execute with precision. — GoldFxMinds
TRADENATION:XAUUSD
by GoldFxMinds
GOLD Trading Opportunity! SELL! My dear followers, I analysed this chart on GOLD and concluded the following: The market is trading on 3440.7 pivot level. Bias - Bearish Technical Indicators: Both Super Trend & Pivot HL indicate a highly probable Bearish continuation. Target - 3424.3 Safe Stop Loss - 3450.7 About Used Indicators: A super-trend indicator is plotted on either above or below the closing price to signal a buy or sell. The indicator changes color, based on whether or not you should be buying. If the super-trend indicator moves below the closing price, the indicator turns green, and it signals an entry point or points to buy. Disclosure: I am part of Trade Nation's Influencer program and receive a monthly fee for using their TradingView charts in my analysis. ——————————— WISH YOU ALL LUCK
TRADENATION:XAUUSDShort
by AnabelSignals
1
4-Hour Analysis for XAUUSD (14 June 2025)4-Hour Analysis: The Bigger Picture Price Action & Market Structure Current price is at $3432.835. The market has printed a higher high above the previous swing at ~$3425. Last Break of Structure (BOS): Occurred to the upside at ~$3412. Recent CHoCH (Change of Character): None yet to the downside—bullish structure still intact. Conclusion: Bullish Market Structure is dominant. Fibonacci Levels Measured from the swing low at $3362 to the recent swing high at $3437: 38.2% retracement: ~$3410 50% retracement: ~$3399 61.8% retracement: ~$3388 These are our retracement zones where demand is likely to step in. Smart Money Key Concepts Imbalance: Clean imbalance exists between $3408–$3415. Bullish Order Block (OB): 4H candle at $3394–$3402 Liquidity Grab: Sweep below $3411 (old low) before reversal signals smart money accumulation. Premium/Discount Zone: Current price is above 50% of last impulse → In premium zone (better to look for sells here until retracement). Key Zones (Interaction Points) Buy Zone Cluster (Discount Price) Zone A (OB + 61.8% + Liquidity Pool) → $3385–$3402 Zone B (Imbalance + Fib 50%) → $3408–$3415 Sell Zone Cluster (Premium Price) – for retracements Zone C (Last Supply + Swing Highs) → $3437–$3445 Zone D (Rejection Block + Liquidity Above) → $3455–$3462 4-Hour Bias: Bullish We are in a bullish continuation phase. Ideal trades are buys from demand zones, aiming for new highs or liquidity sweeps above swing points. Zoom-In: 1-Hour Chart – Trade Setups Setup 1: Buy from Demand + OB Reaction Entry Zone: $3394–$3402 Direction: Buy Stop-Loss: $3384 Take Profit 1: $3430 Take Profit 2: $3445 Trigger Condition: Bullish engulfing or bullish BOS on 15-min chart after liquidity grab into the zone. Reason: Overlap of OB, 61.8% fib, and clean liquidity pool below $3400. Setup 2: Buy from Imbalance Tap Entry Zone: $3408–$3415 Direction: Buy Stop-Loss: $3398 Take Profit 1: $3432 Take Profit 2: $3440 Trigger Condition: CHoCH on 15m with FVG fill (imbalance closes with bullish follow-through). Reason: Bullish continuation with low-risk entry within imbalance zone and close to 50% fib retracement. Setup 3: Short from Supply Zone for Retracement Entry Zone: $3455–$3462 Direction: Sell Stop-Loss: $3472 Take Profit 1: $3432 Take Profit 2: $3415 Trigger Condition: Bearish engulfing or 1H CHoCH inside the zone. Reason: Price likely to grab liquidity above highs before retracing; this is a countertrend scalp within premium pricing. Final Takeaway: “Stay bullish on Gold while it’s above $3394—but let price correct into demand before looking to join the trend.”
OANDA:XAUUSD
by Tami512
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. ________________________________________
FOREXCOM:XAUUSDEducation
by ProjectSyndicate
24
USOIL Will Go Up From Support! Long! Please, check our technical outlook for USOIL. Time Frame: 12h Current Trend: Bullish Sentiment: Oversold (based on 7-period RSI) Forecast: Bullish The price is testing a key support 73.374. Current market trend & oversold RSI makes me think that buyers will push the price. I will anticipate a bullish movement at least to 78.914 level. P.S The term oversold refers to a condition where an asset has traded lower in price and has the potential for a price bounce. Overbought refers to market scenarios where the instrument is traded considerably higher than its fair value. Overvaluation is caused by market sentiments when there is positive news. Disclosure: I am part of Trade Nation's Influencer program and receive a monthly fee for using their TradingView charts in my analysis. Like and subscribe and comment my ideas if you enjoy them!
FX:USOILLong
by SignalProvider
2