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Swastik S.
$20/hr
100% Job Success
$5K+ earned
Offers consultations
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Top Pinescript Developer in 2026 | Algorithm Trading | Integration to Tradovate,Interactive Brokers, Oanda, Bybit , Binance , Hyperliquid, Metatrader,Zerodha,Ninjatrader | Trading Strategy Development | Top rated trusted developer | Pinescript developer in 2026 | Best Pinescript developer
Anmol P.
$49/hr
100% Job Success
$70K+ earned
Available now
Offers consultations
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Algorithmic trading systems, quant research and backtesting where real money is on the line. 70+ trading bots shipped. 1M+ parameter combinations tested per strategy. We're a team of mathematicians, statisticians, algo-traders and full-stack developers at Insight Fusion Analytics. 100+ projects completed • 100% Job Success • Top Rated Plus ALGO TRADING & QUANT SYSTEMS ─── This is where we started and it's still what we do best. We're statisticians first, no machine learning hoax. Every output can be verified in Excel. Our USP is pattern recognition. Quick example: say you have a strategy — buy when RSI drops below 30, sell when RSI crosses above 70. Average profit per trade: -4%. Looks bad. But our tools will tell you: run that same strategy only in December, avg becomes +3%, and it covers 12% of all trades. Or between 1pm and 2pm when EMA is hugging, avg is +7% for 21% of trades. We test over a million combinations per strategy before suggesting patterns. (sorry for bringing up pattern recognition again and again, we can't stop talking about it) 70+ trading bots • 60+ backtesting frameworks • 20+ live screener bots We backtest equities, derivatives, and full portfolios. Live execution with kill switches on IBKR, Fyers, Zerodha, NinjaTrader, TradingView, QuantConnect. We've done HFT before but we'll be honest, there are better players than us on Upwork for that. Our USP is the math. Markets: US equities, Indian equities and F&O, Forex, Crypto DATA ANALYTICS & BI ─── We've done this across healthcare, insurance, real estate, e-commerce, and operations. Dashboards, automated reporting, competitor analysis, pricing studies, predictive models, data scraping, A/B testing, and research reports. What most statisticians do? Explain their methods. Time series this, Markov chains that, custom probability distributions. What the client thinks? Just tell me what my pricing should be and how to manage my inventory. We skip the lecture and give you the answer. If you're curious about the method, happy to walk through it on a call. Projects worth mentioning: • Lightning detection efficiency analysis for Boltek and ISRO (Boltek's storm tracking systems are deployed by the US Army and Toronto's CN Tower) • Sentiment analysis and review correlation for J Turner Research, the US multifamily industry's leading reputation analytics firm (148,000+ properties tracked) • Booking calendar optimisation for ServiceMarket, Dubai's largest home services marketplace (acquired by Etisalat for $22M) • Pricing and inventory analysis for Triton's Amazon launch Tools: Python, SQL, R, Pandas, NumPy, Scikit-learn, Excel, BigQuery AI AGENTS & AUTOMATION ─── We build AI agents that do actual work. Not chatbots that answer FAQs. Multi-step workflows where an agent ingests data, makes decisions, takes actions, and reports back. Document extraction pipelines that pull structured data from messy PDFs and emails. Trading signal processors that chain multiple APIs together and fire alerts in seconds. Review response systems that classify sentiment and route to the right person. Every agent ships with error handling, logging, and a kill switch. We're data engineers who added AI to our stack, so the plumbing is solid. Tools: PydanticAI, LangGraph, Claude API, n8n, Make, FastAPI, MCP SPORTS & PREDICTION MARKETS ─── Our favourite. We spend serious time engineering mathematical features with domain experts. Every bit is explainable using formulas. The secret is in the features engineered, not the strategy. All over Upwork we see ML models whose numbers can't be explained. ML applied from the start only raises irrational hopes and takes 6 months to a year before you realise the model isn't a fit. We believe good analysts produce a statistical model that works first, then layer ML on top if it actually improves things. Prediction systems for UFC, soccer, cricket. Edge detection on Polymarket, Kalshi, and similar markets. Full pipeline from data to predictions to signals. WORK WITH US ─── ▸ 30-min consultation ($100) to see if it's a fit, reimbursed in full if we work together ▸ Share your project, we scope it in 24 hours ▸ AI automation audit ($350), we map what can be replaced 7 out of 7 paid consultations have turned into long-term projects. When both sides have skin in the game the conversation is just better. Before reaching out, check out our past work. It helps us all figure out if we're aligned. We're not the cheapest option and we know it. We want you convinced before getting into a long contract. If it fits, let's talk. Make us do the Math.
Insight Fusion Analytics
Associated with
Insight Fusion Analytics
$60K+
earned
Usama B.
$100/hr
100% Job Success
$7K+ earned
Offers consultations
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I'm a Top Rated quantitative developer on Upwork, currently completing my MS in Data Science at Harvard, with production experience building and shipping algorithmic trading systems across futures, options, and equities. My work spans the full pipeline: from signal research and rigorous backtesting through execution architecture and live broker deployment. Over the years I've collaborated with professional traders, systematic fund managers, and independent CTAs on strategy research, execution system builds, and quantitative infrastructure — working with live accounts and real capital, not toy portfolios. - Research Philosophy Most algorithmic trading research fails before it reaches live markets. The reasons are almost always the same: data snooping bias, fragile parameterization, fill simulation that doesn't reflect actual execution, and strategy logic never stress-tested against regime change. My research process is designed to make it hard to fool yourself. That means strict chronological train/test splits with no parameter bleedthrough, walk-forward optimization over anchored and rolling windows, block bootstrap for inference on autocorrelated returns, and parameter sweep frameworks built to expose fragility rather than maximize backtest metrics. A strategy that only works on one parameterization isn't a strategy, it's a coincidence. I care about robustness across parameter space, regime stability, and understanding exactly why a signal works before scaling it. I work extensively in QuantConnect's LEAN engine for research-grade backtesting and live account deployment, though deployment targets vary by strategy and client stack. IB TWS via ibapi, Tradovate, and NinjaTrader are all in regular rotation depending on execution requirements. I build custom analytics layers on top of backtest output: Sharpe decomposition, drawdown attribution, execution cost modeling, and signal decay analysis, because standard tearsheet metrics rarely tell the full story. - Strategy Coverage My research spans futures (NQ, ES), SPX and index options, ETFs, and crypto. Strategy types I've built and validated in production include intraday momentum and trend-following systems, mean reversion and stat-arb frameworks, breakout and scalp architectures with dynamic sizing tiers, options strategies including iron condors, defined-risk vertical spreads, 45-DTE and 0DTE SPX structures with delta-based hedge logic, and GEX (gamma exposure) driven directional frameworks using open-interest-weighted dealer positioning data. It's an area where the signal literature is still thin and where getting the methodology right matters more than most people acknowledge. - Execution Engineering The research-to-live gap is where most systems break. I build execution infrastructure that closes that gap: Interactive Brokers TWS via ibapi with state machine architectures, order ladder geometry, true breakeven calculations with commission and slippage factored in, and hedge math for multi-leg positions. On the NQ/ES side I've built and audited scalp bot execution logic on Tradovate, integrated Databento for professional tick data pipelines with proper validation against reference data, and developed Pine Script strategies and indicators on TradingView for signal prototyping before committing to full implementation. I'm also familiar with NinjaTrader's execution environment and ATM framework. Code I deliver is production-standard: structured logging, explicit edge-case handling, clean separation of signal and execution layers, and documented at a level where the system is maintainable after handoff. - What I Work On: - Strategy Research & Backtesting: QuantConnect/LEAN, Backtrader, Zipline, VectorBT, QuantLib, Python - Execution Systems: IB TWS/ibapi, Tradovate API, NinjaTrader, REST/WebSocket broker integrations, FIX Protocol - Retail Platform Development: MQL4/MQL5 (MetaTrader 4/5), Pine Script (TradingView), NinjaScript (NinjaTrader 8), EasyLanguage (TradeStation), ThinkScript (Thinkorswim), cAlgo/C# (cTrader), AFL (AmiBroker) - Broker APIs: Interactive Brokers, Alpaca, TD Ameritrade, Tradovate, Oanda, Databento - Crypto Platforms & APIs: Binance, Bybit, OKX, Kraken, Coinbase Advanced Trade, Bitfinex, Deribit (options/derivatives), KuCoin, Gate io, Freqtrade, Hummingbot, 3Commas, Pionex, Gunbot, ccxt (unified exchange library) - Statistical Testing: Walk-forward testing, parameter sweep analysis, Monte Carlo simulation, bootstrap inference - Full-Stack Delivery: Data ingestion → signal research → backtesting → live deployment
$20/hr
45% Job Success
$6K+ earned
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Senior Quant Strategist | Algorithmic Trading Architect | AI & ML Consultant I’m a Senior Quantitative Strategist at QuantumCona LLP, with over 30 years of leadership in algorithmic trading, quantitative research, and AI/ML solutions across global financial markets. My work spans across institutional-grade trading systems, custom copy trading frameworks, high-frequency trading (HFT) architecture, and AI-powered predictive modeling. Having worked with leading institutions like Credit Suisse, NAB, ABB, GE, and Ford, and educated at MIT, I bring a unique blend of deep quant expertise and enterprise delivery discipline. I’ve also trained and mentored professionals at platforms like Intellipaat, Simplilearn, Edureka, and Capital One, bridging the gap between academic rigor and real-world performance. What I Offer For Retail & HNI Clients Custom-built trading strategies on MT4, MT5, TradingView, and Zerodha Cross-platform copy trading systems with master-slave synchronization Strategy automation with trailing stops, break-even logic, and adaptive SL/TP Crypto bot development for Binance, WazirX, CoinDCX, and Coinbase Personalized dashboards with performance analytics and live alerts For Institutional Clients High-frequency trading models with low-latency execution logic Broker API integration across IBKR, Alpaca, TD Ameritrade, Zerodha, Fyers AI-enhanced strategy engines using NLP, LLMs, and deep learning Portfolio-level automation with OMS/EMS compatibility and capital allocation models Quant pipelines powered by Python, TensorFlow, Keras, Scikit-learn, and Spark Platforms & Markets I Support Brokers & Platforms (US): Interactive Brokers (IBKR), Alpaca, NinjaTrader, Tradestation, TD Ameritrade, Binance US, Coinbase India-Based Platforms: Zerodha KiteConnect, Upstox, Fyers, Dhan, CoinDCX, WazirX Market Expertise: Forex | Indices (NIFTY, NASDAQ, S&P500) | Crypto | Equities | Futures & Options (US & NSE) Technology Stack Python, R, MQL4/5, SQL, Pine Script, C#, REST APIs TensorFlow, Scikit-learn, Keras, Pandas, LLMs, NLP Azure, Hadoop, Spark, Snowflake Tableau, Power BI, Seaborn, Matplotlib Agile, Scrum, Waterfall project methodologies Selected Client Feedback EA Development for MT5 Momentum Strategy “Delivered smarter logic than expected—intelligent, adaptive, and fully automated. The EA was running profitably within days.” Cross-Broker Copy Trading (MT4 to Zerodha) “Lakshmi built a reliable bridge that synced live trades with precision. Risk management, trade filtering, UI—all in one seamless package.” HFT Scalper for Nasdaq Futures (NinjaTrader + IBKR) “Architected a lightning-fast, low-latency system that performed consistently in a live trading environment. A true institutional-quality solution.” Crypto Arbitrage Bot for Binance & Coinbase “Built a lean, high-performance arbitrage engine with latency control and failover logic. Worked exactly as specified—no iterations needed.” AI Research Tool for Macro Strategy Automation “His generative AI solution using LLMs exceeded expectations—provided sentiment analysis, market bias, and strategic insights in real-time.” Mentorship for Capstone Algo Trading Project “Clear, actionable mentorship that got me from theory to practice fast. I now work in a quant research role thanks to his guidance.” Why Clients Work with Me Enterprise-Grade Delivery: I think like a fund manager, build like a quant engineer, and deliver like a Big 4 consultant. Cross-Market, Cross-Platform Mastery: One of the few specialists equally fluent in MT5 and IBKR, TradingView and KiteConnect, Binance and Coinbase. End-to-End Capability: From ideation to architecture, backtesting to live deployment—fully covered. Transparent, Risk-Free Engagement: $20/hour with a 100% satisfaction guarantee. If you're not satisfied, you don’t pay. Let’s take your next trading system, AI model, or automation project to production—strategically, profitably, and intelligently. Reach out to get started.
Hemalatha A. has worked .
Harshil N.
$17/hr
$800+ earned
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Hi, I’m Harshil — a multi-skilled tech professional with deep expertise in Algorithmic Trading Bots, Full Stack Web Development, AI-based Automation, and Creative Design. With 4+ years of experience, I help individuals and businesses use technology to simplify work, automate tasks, and grow faster. Whether you need a smart trading system, business automation, branding visuals, or a complete website, I’ve got the skills to make it happen — from strategy to execution. 🔹 Algorithmic Trading & AI Bots I have designed 30+ fully functional Forex/Crypto Trading Bots using Python and MQL5 for MetaTrader 5, Binance, KuCoin, and Exness APIs. These bots are: AI-supported with indicator-based logic (Half Trend, Liquidity, RSI, EMA, etc.) Capable of Scalping, Arbitrage, Signal-following & Risk-managed entries Integrated with real-time Telegram alerts, stop-loss, and take-profit automation Built to run 24/7 with smart error-handling & order management I’ve helped traders automate profits, reduce risk, and trade with confidence using logic-driven bots customized to their exact needs. 🔹 Web & Platform Development Using HTML, CSS, JavaScript, React, and Node.js, I develop sleek, responsive, and performance-optimized websites and platforms. These include: Admin dashboards Trading signal analysis platforms Business inventory & management systems Portfolio or branding sites I focus on clean code + user experience, with full API integration, real-time data, and scalable hosting (Firebase, Netlify, Vercel). 🔹 Business Automation I help offline and online businesses save time and money by automating: Sales reporting & inventory WhatsApp/email customer alerts Auto invoice generation Payment gateway integrations This allows clients to focus more on growth and less on manual work. 🔹 Design & Branding With 100+ designs delivered, I bring brands to life through: Logos, social media banners, posters, YouTube thumbnails Clean, emotional, brand-consistent visuals Tools used: Adobe Photoshop, Canva, Figma I blend tech and creativity to create designs that connect emotionally with the audience — especially for devotional, business, and modern niches. 🔹 Current Projects (March 2025 – Present) Trading Analysis + AI Signal Platform A full system with custom indicators, signal alerts, bot deployment, and portfolio tracking for Crypto and Forex markets. Business Management & Automation Platform Retail solution that automates billing, stock, and customer communication for small businesses — powered by React + Firebase. 🛠️ Core Skills & Tools Languages: Python, JavaScript, MQL5, HTML, CSS Frameworks: React, Node.js, Express Platforms: Firebase, Netlify, Vercel APIs: Binance, KuCoin, Exness, Telegram Bots Design: Adobe Photoshop, Figma, Canva Concepts: Algo Trading, Signal Automation, Risk Management, UI/UX, REST APIs 📌 Why Work With Me? ✅ I combine business understanding with tech ✅ I listen to your vision, then build it step-by-step ✅ I give practical suggestions and full support ✅ I work with passion and deliver with perfection ✅ Your success = My goal Let’s create something powerful together — whether it’s a bot, a platform, or a complete system to grow your business. Send me a message and let’s get started.
$28/hr
78% Job Success
$1K+ earned
Available now
Offers consultations
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I build custom trading automation across Forex, Crypto, Stocks, Futures, and Indices. I work with MT4, MT5, TradingView, NinjaTrader, and exchange APIs, crypto exchanges, using the right tools and languages for each project. My focus is on building reliable trading systems, execution logic, risk controls, and backtesting frameworks that are designed for real market conditions. Clients come to me for clear thinking, clean code, smooth communication, and dependable delivery. If you have a trading idea, strategy, or automation project, send me the details and I will help you structure the right solution and get it moving. I also run Nexus Ledger, a trading automation focused operation specializing in live ready systems across multiple markets.
Hamid A.
$40/hr
100% Job Success
$30K+ earned
Offers consultations
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I hold a BS in Statistics and a Master’s in Statistics, with expertise in Statistical Data Analysis and Modelling, Data Science, Quantitative Research, Machine Learning, Deep Learning, Artificial Intelligence, and Algorithmic Trading. I am also skilled in Data Engineering, including ETL pipelines, data warehousing, API integration, and building scalable data workflows. As an experienced Statistician, Data Scientist, AI Developer, Machine Learning Specialist, Python Developer, Quantitative Analyst, and Algorithmic Trading Developer, I have worked on numerous projects across Statistics, Machine Learning, Deep Learning, AI development, Quantitative Finance, and automated trading systems. I specialize in PYTHON, R, SAS, STATA, SPSS, SQL, EXCEL, Google Data Studio,Looker Studio, and Ninjatrader, with strong capability in data pipelines and cloud-based engineering tools. I also build dynamic dashboards using TABLEAU, R Shiny, and POWER BI. I am skilled in academic writing, research reporting, and producing publication-ready documents. My analytical thinking, problem-solving skills, and development experience allow me to build complex applications, research solutions, and AI-driven systems across diverse fields. I’d be happy to offer you my services—feel free to contact me for an interview.
Chisom A.
$30/hr
100% Job Success
$1K+ earned
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Senior Systems Engineer and Quantitative Developer specializing in low-latency algorithmic trading engines, AI agent infrastructure, and real-time data pipelines. With a proven 5-star track record on Upwork building ML-enhanced futures trading bots (see VolanX System review below), I engineer production-grade systems that scale under pressure. I don't just build from scratch, I bring battle-tested, open-source architectures I've already engineered to your project, saving you hundreds of hours in development time and API costs. CORE EXPERTISE: • Algorithmic Trading Systems: Architecting modular, real-time engines targeting Bybit/Binance using Smart Money Concepts (SMC) and Order Flow analysis. • High-Throughput Pipelines: Building sub-millisecond WebSocket data aggregators (like PulseIntel) pulling from 17+ exchanges using Go and Redis Pub/Sub. • AI & LLM Orchestration: Developing distributed AI agent frameworks (AgentLink) capable of zero-cost local CPU inference, semantic UI mapping, and full visual computer control without expensive cloud vision APIs. • Execution Core: Rust (Tokio async runtime), Go, Python, FastAPI. If you need a standard MERN stack website, I am not your guy. But if you need an ultra-low latency trading bot, a custom multi-exchange data pipeline, or a multi-node AI agent swarm that executes flawlessly without API bottlenecks, we need to talk. Send me a message detailing your system requirements, and I will let you know exactly how my existing architectures can be adapted to solve your problem.
WaverVanir International LLC
Associated with
WaverVanir International LLC
$35
earned
$35/hr
$100+ earned
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🗽 𝟕+ 𝐲𝐞𝐚𝐫𝐬 𝐨𝐟 𝐞𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 | 💵 𝐌𝐕𝐏𝐬 𝐭𝐡𝐚𝐭 𝐑𝐚𝐢𝐬𝐞𝐝 $𝟏𝟎𝐌+ 𝐢𝐧 𝐅𝐮𝐧𝐝𝐢𝐧𝐠 |🥇 𝐆𝐨𝐨𝐠𝐥𝐞 𝐀𝐈 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐞𝐝 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫 |🏆 𝟏𝟓𝟎+ 𝐩𝐫𝐨𝐣𝐞𝐜𝐭𝐬 𝘀𝘂𝗰𝗰𝗲𝘀𝘀𝗳𝘂𝗹𝗹𝘆 𝗰𝗼𝗺𝗽𝗹𝗲𝘁𝗲𝗱 | 🧠 𝐄𝐱𝐩𝐞𝐫𝐭 𝐢𝐧 𝐀𝐈 𝐖𝐞𝐛 𝐀𝐩𝐩𝐬 ◼ AI App Development | AI Voice & Chat Agent Development | AI Workflow Automation ◼ 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝: Next.js | React.js, Nuxt.js | Vue.js, TypeScript | JavaScript ◼ 𝐁𝐚𝐜𝐤𝐞𝐧𝐝: Python | Django | FastAPI | Nest.js | Node.js | PHP | Express.js, GraphQL ◼ 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞𝐬: MongoDB, PostgreSQL, Firebase, Supabase, MySQL ◼ 𝐃𝐞𝐯𝐎𝐩𝐬 & 𝐃𝐞𝐩𝐥𝐨𝐲𝐦𝐞𝐧𝐭: Git & GitHub, CI/CD, Docker, Kubernetes, Jenkins ◼ 𝐂𝐥𝐨𝐮𝐝-𝐛𝐚𝐬𝐞𝐝 𝐒𝐞𝐫𝐯𝐞𝐫𝐬: AWS, GCP, Azure, Heroku | Vercel | Netlify ◼ 𝐓𝐞𝐬𝐭𝐢𝐧𝐠 𝐓𝐨𝐨𝐥𝐬 & 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬: Cypress, Jest, Mocha & Chai, Postman (API testing) 🤝 𝐌𝐞𝐞𝐭 𝐘𝐨𝐮𝐫 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫 👨‍💻 I help startups and tech companies build scalable, AI-powered web apps and automation tools using Python, MERN, Next.js, Nest.js, Vue.js and Nuxt.js. From MVPs to full SaaS platforms with custom LLMs and AI agents. I bring 𝟕+ years of experience and 𝟏𝟓𝟎+ successful projects to deliver real growth. 🤖 𝐀𝐈 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 ◼ AI App Development (OpenAI, Hugging Face, Anthropic, LangChain) ◼ AI Agent Development & LLM Orchestration ◼ Custom ChatGPT Integrations (Retrieval-Augmented Generation, GPT-4) ◼ Fine-tuning, Prompt Engineering & Embedding Search ◼ Vector Databases (Pinecone, Weaviate, FAISS) ◼ AI-Powered SaaS and Automation Workflows 🌍 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐞𝐬 𝐒𝐞𝐫𝐯𝐞𝐝: 🏢 Real Estate | 🏦 FinTech | 🏥 Healthcare | 🛍 E-Commerce | 🎓 EdTech ⚙️ 𝐓𝐚𝐬𝐤 𝐌𝐚𝐧𝐚𝐠𝐞𝐫𝐬: Jira, Asana, Notion, Trello, Teamwork, Monday, Hubstaff. ✉️ 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐜𝐚𝐭𝐢𝐨𝐧: Slасk, Zoom, Google Meet 💬 Every innovation begins with a single decision. Make yours today! Your Tech partner is just a message away! 🔑 𝐊𝐞𝐲𝐰𝐨𝐫𝐝𝐬 #AIEngineer #AIDeveloper #ArtificialIntelligence #MachineLearning #DeepLearning #NLP #NaturalLanguageProcessing #OpenAI #HuggingFace #LLM #LargeLanguageModels #AIAgents #AIIntegration #ChatbotDevelopment #Automation #AIApplications #CustomLLM #AIConsultant #AIDeveloper #AIModeling #AIWorkflowAutomation #AIpoweredSaaS #AIplatforms #Full Stack Developer #Webdeveloper #TypeScript #MERN #JavaScript Expert #Nest.js #Next.js #Vue.js #Nuxt.js #Node.js #Express.js #WebDevelopment #BackEndDevelopment #FrontEndDevelopment #SAASDevelopment #Convert Figma To HTML #PSD To HTML #Responsive Design #Firebase #Firestore #AWS #GCP #GraphQL #MongoDB #MySQL #RESTAPIs #PSDtoHTML #ResponsiveDesign #Jest #Cypress #Git #Jest.js #TailwindCSS #MEAN #Web Developer #Web App Development #Experienced React & NodeJS Fullstack Developer #agent #Full-Time MERN Stack Developer #Developer Needed for New Platform (Full Stack Development & AI know) #Website Developer Needed #Senior Fullstack Engineer #Custom Web Application Development #Landing Page #Content Managment System #Azure DevOps #End-To-End Testing #AWS Cloud9 #Angular #Full-Stack NextJs developer # Base44 #Real Estate # FinTech #Healthcare #E-Commerce #EdTech
$30/hr
95% Job Success
$6K+ earned
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I have work experience as a software developer with a focus on backend development. I build algorithmic trading systems, data pipelines, automation tools, low-latency components, REST APIs, and anything that sits between raw data and a usable result. Languages: C++, C#/.NET, Python, Java, HTML/JS. I write C extensions in Python when performance matters and CPython overhead doesn't cut it. I have created scripts for platforms like MetaTrader, cTrader, Interactive Brokers, and NinjaTrader, including Expert Advisors and custom indicators, but my experience extends well beyond finance into general software engineering. I also have experience building AI and machine learning systems, including predictive models and reinforcement learning agents that learn through interaction with custom-built environments. My workflow covers the full pipeline: environment design and data collection, model training, and production deployment. I have also worked with large language models, specifically for chatbot development using RAG pipelines and fine-tuning techniques. I use Docker for containerized and reproducible environments and Git for version control across experiments and team collaboration.