Steve

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Steve

Steve

@awscloudconcept

Katılım Aralık 2021
527 Takip Edilen221 Takipçiler
Steve
Steve@awscloudconcept·
@General_Somto Proof that wherever you go, there's always an Arsenal wanker that wants to be noticed.
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Somto Okonkwo
Somto Okonkwo@General_Somto·
An Arsenal Fan Was Spotted In London Walking His Kids To School Dressed Like This… 😂😭
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Steve
Steve@awscloudconcept·
@rose_dragons_ @ZoeSinns @UMILIthePLAYA Yes, what's hard to understand. I am not prepared to call you they/them. But in other news, I have no problem in calling weirdos "IT".
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Kanika
Kanika@KanikaBK·
@awscloudconcept Steve, thank you so much for your comment. Yes, for sure, I can DM you.
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Kanika
Kanika@KanikaBK·
Python is the God of programming languages. Took me 2 hours to think and write about this kind of ecosystem. Steal my stack. No gatekeeping. 📂 PYTHON ECOSYSTEM FOR AI TRADING (CRYPTO • STOCKS • FOREX) ┃ ┣ 📂 00 CORE SETUP & ENVIRONMENT ┃ ┣ 📂 VIRTUAL ENVIRONMENTS & DEPENDENCY MANAGEMENT ┃ ┣ 📂 MULTI-MARKET CONFIG (CRYPTO / STOCKS / FOREX) ┃ ┣ 📂 API KEYS & SECRETS VAULT ┃ ┣ 📂 LOGGING & ERROR TRACKING ┃ ┗ 📂 JUPYTER + VS CODE WORKSPACE ┃ ┣ 📂 01 DATA ACQUISITION ┃ ┣ 📂 CRYPTO DATA (Binance, Coinbase, Bybit, CCXT) ┃ ┣ 📂 STOCKS DATA (yfinance, Alpaca, Polygon, Tiingo) ┃ ┣ 📂 FOREX DATA (OANDA, ForexFactory, Dukascopy) ┃ ┣ 📂 REAL-TIME WEBSOCKET STREAMS ┃ ┗ 📂 ALTERNATIVE DATA (News, Sentiment, On-Chain) ┃ ┣ 📂 02 DATA PROCESSING & FEATURE ENGINEERING ┃ ┣ 📂 UNIFIED DATA PIPELINE FOR ALL ASSETS ┃ ┣ 📂 ASSET-SPECIFIC INDICATORS (TA-Lib + pandas-ta) ┃ ┣ 📂 CRYPTO: Funding Rates, Order Book, On-Chain Metrics ┃ ┣ 📂 STOCKS: Earnings, Volume Profile, Dark Pool ┃ ┣ 📂 FOREX: Economic Calendar, COT Reports, Carry Trade ┃ ┗ 📂 FEATURE STORE & VECTOR DATABASE ┃ ┣ 📂 03 MACHINE LEARNING & AI MODELS ┃ ┣ 📂 CLASSICAL ML (XGBoost, LightGBM, CatBoost) ┃ ┣ 📂 DEEP LEARNING (PyTorch + LSTM/Transformers) ┃ ┣ 📂 REINFORCEMENT LEARNING (FinRL, Stable-Baselines3) ┃ ┣ 📂 MULTI-ASSET & CROSS-MARKET MODELS ┃ ┣ 📂 SENTIMENT MODELS (News + Social + On-Chain) ┃ ┗ 📂 MODEL EXPERIMENT TRACKING (MLflow / Weights & Biases) ┃ ┣ 📂 04 BACKTESTING & SIMULATION ┃ ┣ 📂 VECTORBT & BACKTRADER (MULTI-ASSET SUPPORT) ┃ ┣ 📂 CRYPTO-SPECIFIC (Funding, Perpetual Futures) ┃ ┣ 📂 STOCKS-SPECIFIC (Dividends, Splits, Gaps) ┃ ┣ 📂 FOREX-SPECIFIC (Swap, Leverage, Session Overlaps) ┃ ┣ 📂 WALK-FORWARD & MONTE CARLO SIMULATION ┃ ┗ 📂 HYPERPARAMETER OPTIMIZATION ┃ ┣ 📂 05 TRADING STRATEGIES ┃ ┣ 📂 MOMENTUM & BREAKOUT (All Markets) ┃ ┣ 📂 MEAN REVERSION & STAT ARB ┃ ┣ 📂 CRYPTO: Scalping, Arbitrage, On-Chain Alpha ┃ ┣ 📂 STOCKS: Earnings Play, Sector Rotation, Pairs Trading ┃ ┣ 📂 FOREX: Carry Trade, News Trading, Macro Models ┃ ┗ 📂 HYBRID AI + RULE-BASED STRATEGIES ┃ ┣ 📂 06 EXECUTION & ORDER MANAGEMENT ┃ ┣ 📂 CCXT UNIFIED EXCHANGE LAYER ┃ ┣ 📂 BROKER INTEGRATIONS (Alpaca, Interactive Brokers, OANDA) ┃ ┣ 📂 SMART ORDER ROUTING & EXECUTION ALGORITHMS ┃ ┣ 📂 POSITION SIZING (Kelly, Volatility Targeting) ┃ ┗ 📂 PAPER + LIVE TRADING SWITCH ┃ ┣ 📂 07 RISK MANAGEMENT ┃ ┣ 📂 DYNAMIC RISK PER ASSET CLASS ┃ ┣ 📂 VOLATILITY & CORRELATION MONITORING ┃ ┣ 📂 DRAWDOWN PROTECTION & CIRCUIT BREAKERS ┃ ┣ 📂 PORTFOLIO OPTIMIZATION (Across Crypto/Stocks/Forex) ┃ ┗ 📂 STRESS TESTING & SCENARIO ANALYSIS ┃ ┣ 📂 08 DEPLOYMENT & AUTOMATION ┃ ┣ 📂 DOCKER + CLOUD (AWS/GCP) DEPLOYMENT ┃ ┣ 📂 24/7 SCHEDULING & ORCHESTRATION ┃ ┣ 📂 REAL-TIME MONITORING DASHBOARD ┃ ┣ 📂 ALERTING (Telegram, Discord, Email) ┃ ┗ 📂 CI/CD FOR STRATEGY UPDATES ┃ ┣ 📂 09 VISUALIZATION & REPORTING ┃ ┣ 📂 INTERACTIVE DASHBOARDS (Streamlit / Dash) ┃ ┣ 📂 EQUITY CURVES & TRADE JOURNAL ┃ ┣ 📂 HEATMAPS & CORRELATION MATRICES ┃ ┣ 📂 ASSET-CLASS PERFORMANCE COMPARISON ┃ ┗ 📂 AUTOMATED DAILY/WEEKLY REPORTS ┃ ┣ 📂 10 MONITORING & LIVE OPERATIONS ┃ ┣ 📂 MODEL DRIFT & PERFORMANCE DECAY DETECTION ┃ ┣ 📂 SYSTEM HEALTH & LATENCY MONITORING ┃ ┣ 📂 ANOMALY DETECTION ┃ ┣ 📂 AUDIT TRAILS & COMPLIANCE LOGS ┃ ┗ 📂 EMERGENCY SHUTDOWN PROTOCOLS ┃ ┗ 📂 11 RESEARCH & EVOLUTION ┣ 📂 RESEARCH NOTEBOOKS & EXPERIMENTS ┣ 📂 NEW STRATEGY DEVELOPMENT PIPELINE ┣ 📂 CROSS-MARKET OPPORTUNITY SCANNER ┣ 📂 COMMUNITY & OPEN-SOURCE INTEGRATIONS ┗ 📂 LONG-TERM AI TRADING SYSTEM ROADMAP
Kanika tweet media
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Steve
Steve@awscloudconcept·
@AntSpeaks Maybe @AaronBastani the bastard, should tell that to the family of that young lad who was stabbed to death by a low IQ import only to be cuffed to the railings by the Police because the agressor and his inbred family screamed racism. You cannot hate this system of cunts enough.
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Aɴᴛ
Aɴᴛ@AntSpeaks·
Yes, millionaire footballers standing outside a multi million pound stadium covered in security cameras, surrounded by their fans who worship them because their team just won the league. That is obviously comparable to the average Londoner walking through parts of London at night that are complete and utter shitholes and statistically proven to be genuinely dangerous. You utter moron..
Aaron Bastani@AaronBastani

London is such a dangerous, hellhole; so full of ‘no go zones’, that millionaire footballers walk around at 5am.

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Steve
Steve@awscloudconcept·
@marryevan999 How easy is it to make something this cool?
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Marry Evan
Marry Evan@marryevan999·
A 35-year-old marketer from Hong Kong quit his job and got deeply into AI. Using Claude, he made $360,000 in just one month. He built a perfect BTC price simulation engine with MiroFish. Claude as algorithm’s brain + MiroFish simulation engine allowed him to earn $5,000-$15,000 in profit per trade. He left a funny easter egg about his previous profession in his Polymarket nickname - he called himself Marketing101. His algorithm instantly detects any mispricing in crypto markets and enters trade immediately. $366k all-time profit. Constantly fading the crowd because his simulation reads the market better than everyone else. He’s using closed order book data + private OTC desks. Already elite alpha. Then the real magic happens: 10,000 simulation cycles of how the market will react. This isn’t "guessing where the chart will go" This is engineered money. Pure fusion of AI + MiroFish + insane math on exclusive data. Giving This Free for 24 hours. To get it: 1. Comment what ever think about it. ( Mandatory ) 2. Like and Retweet this post 3. Follow me @marryevan999
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Steve
Steve@awscloudconcept·
@LeeHurstComic Or are most of the jurors muslim low IQ cheerleaders for these two weasels?
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Nishan Chowdury
Nishan Chowdury@Nishan_011·
🚨 Claude can now build your entire mobile app, like an Apple-level $350K dev, in minutes and FOR FREE. What used to require a full team and weeks of work can now be done with just a few well-thought. Want the full guide??👇 Comment "Need" . I'll send you Everything
Nishan Chowdury tweet media
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Frances Marsha
Frances Marsha@Tech_Marsha·
🚨 119𝐆𝐁+ 𝐆𝐎𝐎𝐆𝐋𝐄 𝐃𝐑𝐈𝐕𝐄 — 𝐀𝐋𝐋 𝐏𝐀𝐈𝐃 𝐂𝐎𝐔𝐑𝐒𝐄𝐒 🚨 𝐌𝐢𝐬𝐬𝐞𝐝 𝐢𝐭 𝐥𝐚𝐬𝐭 𝐭𝐢𝐦𝐞? 𝐈’𝐦 𝐝𝐫𝐨𝐩𝐩𝐢𝐧𝐠 𝐢𝐭 𝐚𝐠𝐚𝐢𝐧. 👌 This vault helped agencies close $9K+ clients using proven systems. Inside the Drive: 📁 AI & Automation 📁 Ethical Hacking 📁 Cybersecurity 📁 Prompt Engineering 📁 Google Cloud 📁 Machine Learning 📁 DevOps + CI/CD 👉 📁 Docker & Kubernetes 📁 Blockchain 📁 Power BI 📁 React + Node 📁 Cloud Security 📁 Linux 📁 Pen Testing 📁 Data Analytics 📁 Data Science 📁 Big Data 📁 SQL 📁 Tableau 📁 Python 📁 AWS 📁 Java Everything organized. Everything premium. 119GB+ value. Get it: ✔ Follow @Tech_Marsha [MusT] ✔ Like & RT ✔ Comment “ FAST ” To Get Auto DM. ⚠️ No follow = No Access ⚠️
Frances Marsha tweet media
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Steve
Steve@awscloudconcept·
@Pintdrinker Quite literally. The whole of London is twinned towned with most African shit holes now.
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Steve
Steve@awscloudconcept·
@Rightanglenews Nobody would have guessed that these two inbred, low IQ fucking retards would have got off for breaking an officer of the law's nose, would they?
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Right Angle News Network
Right Angle News Network@Rightanglenews·
A UK jury has refused to convict the two Muslim men involved in the 2024 Manchester Airport police assault. You can be Muslim in the UK, beat police officers, and walk free, but if you are a White kid, you will be arrested while you bleed out.
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Steve
Steve@awscloudconcept·
@rose_dragons_ @ZoeSinns @UMILIthePLAYA I misgender everyone and I neither have a fuck to give. It's tedious and retarded to call people by pronouns that don't belong to them.
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Steve
Steve@awscloudconcept·
@M1L4GR03 Will they all be low IQ, inbred little fucking weasels like yourself Abdul?
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Piers Morgan
Piers Morgan@piersmorgan·
Hi Arsenal haters. 😘
Piers Morgan tweet media
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Sofia
Sofia@Sofia50020Sofia·
Men, what’s preventing you from dressing like this?
Sofia tweet media
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Steve
Steve@awscloudconcept·
@ma1ybe Ok, it's a creepy goal 😆
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Steve
Steve@awscloudconcept·
@BostonTea84 This was hilarious. He hates white people and the immigrant Uber driver was in on the harassment. He literally dropped him off to where a few mates would try to rob him. Then it gets much worse. Fuck him.
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BostonTea
BostonTea@BostonTea84·
Nie mogę przestać tego oglądać 😅 Koreański influencer przyleciał do Francji, aby zrobić strima i zadać kłam prawackim mitom, że niby francuskie miasta są niebezpieczne z powodu obecności w nich afrykańskich imigrantów. Ledwo co wysiadł z taryfy i od razu został zaatakowany przez grupę murzynów. Przeszedł dosłownie kilkaset metrów. Dostał lepe na ryj, stracił buta i ukradli mu statyw. "Nie, proszę, proszę, nie róbcie tego! Proszę, nie!" I to wszystko w środku dnia na otwartej ulicy.
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