Finance

Machine-Learning-for-Algorithmic-Trading-Second-Edition_Original is an open-source GitHub repository accompanying the "Machine Learning for Algorithmic Trading, Second Edition" book published by Packt. This comprehensive resource aims to show how machine learning can add value to algorithmic trading strategies in a practical yet comprehensive way. It covers a broad range of ML techniques, from linear regression to deep reinforcement learning, and demonstrates how to build, backtest, and evaluate trading strategies driven by model predictions. The repository contains over 150 notebooks that put the book's concepts, algorithms, and use cases into action, providing numerous examples for working with market, fundamental, and alternative data, training models, and designing trading strategies. It also includes applications replicating recently published research and uses the latest software versions like pandas 1.0 and TensorFlow 2.2.

MetaMevs provides a comprehensive suite of automated MEV bots engineered to help users capture on-chain profits from DEX transactions. The platform eliminates the need for coding, making advanced trading strategies accessible to a wider audience. Key offerings include the Sandwich Mevbot for reliable smart contract execution, an HFT Futures and Spot Bot for high-frequency trading on platforms like Binance and KuCoin, and a Flashloan Arbitrage Bot that leverages AI and smart contract strategies to profit from price differences in DeFi. Additionally, the MetaMev Sniper bot uses AI, similar to GPT-4, to identify and snipe verified tokens on launchpads and social media. MetaMevs emphasizes cutting-edge technology, unmatched performance with millisecond execution, easy integration, and robust security features, all within customizable solutions.

Alphanso offers a comprehensive wealth management platform designed for the modern age, integrating investment planning, tax support, estate planning, insurance services, cashflow and budgeting, debt management, and goal planning into one coordinated plan. It combines seasoned human advisors with proprietary AI technology to deepen analysis and uncover opportunities, operating under a fiduciary standard with 0% AUM fees. Users can keep their existing accounts, choose DIY, guided, or managed access, and benefit from personalized strategies for equities, bonds, private investments, and more. The platform also provides tools for tax-loss harvesting, Roth conversions, and estate planning.

bitpredict is an open-source machine learning project designed for high-frequency Bitcoin price prediction. It leverages detailed market microstructure data, specifically one-second snapshots of open buy and sell orders from the Bitfinex exchange, alongside executed transaction records. Data collection for this project commenced on August 20, 2015. The tool employs a variety of engineered features, such as Width, Power Imbalance, Power Adjusted Price, Trade Count, Trade Average, Aggressor, and Trend, to train a Gradient Boosting model. This model predicts the midpoint price 30 seconds into the future, offering insights into short-term market movements. A theoretical trading strategy is also simulated to visualize model performance on historical and live data.

InvestGame offers a comprehensive, free paper trading simulator for both stocks and cryptocurrencies, designed for beginners, students, and experienced traders. Users can practice investing strategies with virtual money, build and track a diversified virtual portfolio, and participate in multiplayer trading competitions. The platform provides real-time stock and crypto data, a virtual $10,000 starting balance (customizable in premium plans), and global leaderboards to compare performance. It's a browser-based application, requiring no downloads, and is optimized for both desktop and mobile use. InvestGame is particularly well-suited for educational purposes, allowing students and classrooms to learn investing concepts and risk management in a safe, risk-free environment.

intelligent-trading-bot is an open-source project designed for automated trading, particularly in cryptocurrencies. It utilizes state-of-the-art machine learning algorithms and feature engineering to generate trading signals and execute trades. The bot offers a clear distinction between offline batch mode for training ML models and online stream mode for real-time predictions, ensuring consistency in feature usage. Key functionalities include extensible feature definition, support for various trade frequencies (e.g., 1 minute, 1 hour, 1 day), customizable signal output functions (Telegram, API, database, real transactions), and robust backtesting capabilities. It also provides a trading service for online operation, configured via a file to retrieve data, perform analysis, and send signals or execute trades.

Qlib is an AI-oriented quantitative investment platform developed by Microsoft, designed to empower quantitative research using AI technology. It supports diverse machine learning modeling paradigms, including supervised learning and reinforcement learning, making it suitable for various financial analysis tasks. The platform is equipped with tools to automate the research and development process, streamlining the creation and testing of investment strategies. As an open-source project available on GitHub, Qlib provides a robust framework for developers and data scientists to build and experiment with advanced AI models in the finance domain, fostering innovation in quantitative investment.

Asset Infinity is a comprehensive asset management and tracking software designed to help businesses efficiently manage, track, and streamline operations for both physical and digital assets. The platform centralizes asset data, reduces downtime, and cuts operational costs by providing real-time tracking, automated workflows, and robust reporting capabilities. Key features include QR/barcode tracking, depreciation calculations, mobile apps, and integration with IT agent-based discovery for hardware and software details. It also offers inventory management, maintenance scheduling, a helpdesk for tickets and breakdowns, and purchase management with approval workflows. Asset Infinity supports multi-location asset management and provides customizable reports and analytics for informed decision-making.

M31 Capital is a research-driven investment firm specializing in advanced technology investments, particularly focusing on technology paradigm shifts. The firm employs a systematic framework to identify and capitalize on these shifts, aiming to deliver exceptional returns for its institutional investors. Their approach is rooted in extensive research, allowing them to identify emerging trends before they become mainstream. M31 Capital emphasizes investment intelligence and a forward-looking perspective to navigate the rapidly evolving technology landscape. The firm's website highlights its commitment to identifying paradigm shifts before consensus forms, positioning itself as a leader in advanced technology investment strategies.

Davidovs Venture Collective (DVC) is a venture capital firm specializing in AI startups, founded by Marina and Nick Davidovs. DVC offers both pre-seed/seed funding (typically $100K–$300K) and follow-on investments for Series A/B rounds ($1M–$3M). The firm focuses on repeat or experienced founders in the AI space, providing not just capital but also hands-on support and access to a robust network of over 170 LPs, including engineers, founders, and AI researchers, as well as 240+ portfolio founders. This ecosystem aims to deliver significant value and Silicon Valley access to the companies they back, positioning DVC as a high-value investor on a startup's cap table. They manage a Seed Fund and the DVC AI Fund I to support startups through critical growth stages.

InRank is a comprehensive financial analysis platform designed for S&P 500 stock trading. It offers data-driven insights through backtested analytical strategies and real-time market data analysis. The platform analyzes over 40 proven strategies across multiple timeframes, including short, mid, and long-term horizons, and performs over 200,000 daily backtests. Users can access dynamic technical scores, detailed historical backtests with performance metrics, and in-depth financial data for every S&P 500 stock. InRank also provides daily market reports, value opportunity analysis using fundamental methodologies like QARP and Altman Z-Score, and customizable smart alarms for market condition changes and strategy signals. It is available on iOS and Android.

ClearTax Income Tax Filing provides an AI-powered platform for individuals and businesses to easily e-file their income tax returns in India. Users can upload Form-16, view and download Form 26AS, review TDS deductions, and track their refund status. The platform aims to maximize tax refunds and ensure 100% accuracy in filings. Beyond self-filing, ClearTax also offers expert-assisted filing services, where India's top tax experts handle the ITR process. The tool is designed for speed, allowing individuals to file returns in under 3 minutes, and emphasizes data security with 128-bit SSL encryption and ISO 27001 certified data centers.

Boosting Alpha B.V. specializes in providing automated trading strategies, leveraging custom algorithms, advanced data modeling, and powerful backtesting capabilities. The service emphasizes seamless API integration, automated workflows, and flexible connectivity to ensure efficient operation. They collaborate closely with academic and research institutions to foster innovation in data modeling and quantitative analysis. Their system includes a 24/7 data engine that automatically identifies alpha factors and correlations, a versatile data model focused on forecasting for cross-industry efficiencies, and a self-developed backtest engine that replicates real market environments for robust analysis. This comprehensive approach aims to deliver steady returns and optimized trade execution for clients.

TrueLedger helps users make informed capital deployment decisions for local businesses by providing data-backed insights. The platform analyzes local competition, assesses capital adequacy, and delivers a clear GO or NO-GO recommendation. It generates consulting-grade PDF reports, offering a comprehensive overview for stakeholders. This tool is designed to streamline the decision-making process for investments in local enterprises, ensuring that capital is allocated effectively based on robust data analysis rather than guesswork.

TickerTrends is a predictive intelligence platform designed for institutional investors, hedge funds, and professional traders. It transforms alternative data into forward-looking insights, including leading KPI forecasts, unreported metric estimates, and buy-side expectations analysis. The platform's proprietary algorithms synthesize search trends, consumer behavior, and social sentiment to forecast critical KPIs weeks before earnings announcements, consistently outperforming traditional analyst consensus. TickerTrends offers comprehensive data coverage, a universal search engine for consumer alternative data, and tools for identifying exploding trends, providing an information edge for data-driven investment decisions.

SageFusion is an AI-driven platform specializing in intelligent investment management and financial solutions. It aims to optimize returns and simplify investing by blending advanced technology with extensive banking expertise. The platform addresses common issues in asset management like limited investment opportunities, high fees, and poor risk management by offering intelligent investing, competitive fees, and advanced risk management strategies. SageFusion provides real-time investment visibility and unique risk management by allocating a portion of funds into options for hedging. It supports clients with as little as $100,000, offering up to 6x leverage, and holds funds at Interactive Brokers for secure, custodial brokerage accounts and anonymous trading.

Streamlined Finance is an AI-powered tool designed for investment research, helping users confidently navigate the stock market. It enables the discovery of optimal investment opportunities by analyzing and comparing stock fundamentals. The platform provides access to a wide range of financial data, including US Stocks & ETFs, Crypto, Bonds, Earnings, CPI, GDP, and FEDs interest rates. Users can identify top gainers and losers, apply filters to stocks, and pinpoint undervalued opportunities. It also offers insights into high-growth and dividend stocks, making it a comprehensive solution for investors seeking to enhance their financial analysis and decision-making processes.

Scoutt.it is a specialized portfolio builder designed for developers to create professional online portfolios that effectively communicate their skills and projects to non-technical audiences such as recruiters, HR, and managers. The platform aims to simplify the portfolio creation process, especially for developers who are not front-end experts, by providing pre-designed templates and content guidance. It emphasizes presenting project impact through images, taglines, short videos, and concise descriptions. Scoutt.it offers features like custom domains, unlimited project additions, and a responsive UI, allowing developers to build trust and stand out in a competitive job market without the headaches of design and coding their own site from scratch.

Prosperse offers a comprehensive suite of financial tools for both novice and seasoned investors, focusing on automated stock screening, charting, and backtesting. Users can create customizable and powerful market scanners using a no-code strategy builder to filter stocks based on various criteria, including technical indicators and fundamental metrics. The platform allows for seamless backtesting of strategies, enabling users to refine their approaches. Prosperse also leverages AI to help build, execute, and learn from strategies, aiming to identify optimal investment opportunities. It features an all-in-one dashboard for managing charting, scan results, watchlists, and live positions, alongside an elegant custom charting experience.

Finster AI is an enterprise-grade AI platform designed specifically for finance professionals in investment banking and asset management. It acts as an AI research partner, accelerating analysis, automating workflows, and unlocking potential with AI built for the rigor and demands of the modern financial services firm. The platform offers personalized intelligence by adapting to user data, roles, and workflows, producing tailored outputs. It is proactive, anticipating needs and recommending next best actions. Finster AI prioritizes privacy and security, meeting rigorous standards with data controls maintained at the user or organization level within the firm’s governance perimeter. It provides precise, traceable insights at deal speed, automating data synthesis, analysis, and presentation for banking workflows.

Miles Ahead is a Venture Capital firm dedicated to empowering founders of Deep Tech & AI startups. They offer capital, expertise, and team support to help transform bold ideas into global companies. Their approach focuses on accelerating growth by producing and funding businesses, aiming to shorten the learning curve for early-stage startups. Miles Ahead also fosters a strong community through 'On Stage' events, bringing together founders, experts, and investors to provide networking, knowledge sharing, and visibility for their portfolio companies. They have invested in companies like Trosort, OTIV, DevAlly, WeHave, IntelliProve, and Automated Architecture (AUAR).

Georgian is a growth equity firm specializing in investments for market-leading B2B software companies, particularly those leveraging AI technology. Beyond capital, Georgian offers unique value through its applied AI research and embedded engineering teams, designed to accelerate the growth and innovation of its portfolio companies. They focus on growth-stage investments, typically Series B and Series C, and aim to partner with companies that are poised for significant expansion in the AI technology stack. Their approach combines financial investment with strategic operational support, making them a comprehensive partner for B2B software firms looking to scale.

Bitlauncher was envisioned as a platform for startup funding, utilizing a batch auction system to ensure equitable price discovery. It aimed to integrate DAO tools for community governance, allowing for decentralized decision-making. The platform focused on evaluating AI projects based on their cash flow potential and incorporated dynamic burn-and-mint tokenomics to incentivize and reward active contributors. However, Bitlauncher is currently on hiatus, undergoing a period of refinement to enhance its offerings and develop more effective tools tailored for decentralized founders and their supporters. Users can sign up for their newsletter to stay informed about their progress, announcements, and exclusive discounts.

StockPredictionRNN is an open-source project designed for high-frequency trading price prediction, leveraging LSTM Recursive Neural Networks. This tool is specifically engineered to forecast prices within high-frequency stock exchange environments. It implements its prediction solution using historical data from NYSE OpenBook, allowing users to recreate the limit order book for any given time. The project is written in Python 2.7 and utilizes the Keras library, along with dependencies like Theano, numpy, scipy, matplotlib, and pymongo. It provides instructions for data acquisition from NYSE FTP servers and a clear installation and usage guide for setting up the environment and running the prediction models.