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Utilizing a LINE Bot integrated with LangChain in Python to assist with stock price inquiries.

Assist tool for trading on stock market, automatic download historical stock data, technical research, chart and analysis.

The tasi package for R is designed to assist the quantitative trader to extract Saudi stock market historical prices and financial statements.

Toolkit to assist in stock checking and checkout automation of various retail sites.

This GenAI demo project, built with CrewAI and AutoGen, showcases potential security risks associated with AI agents.

Automation utilities assisting with purchasing graphics cards (currently: Best Buy, EVGA planned for B-Stock)

Quatitative trading framework and out-of-box toolset for assisting stock/fund investment

A Spring Boot-based inventory management system using Spring AI 1.0.0-M7 and Ollama for conversational interfaces. It follows an API-first design with OpenAPI to auto-generate client/server code and implements hexagonal architecture for modularity and scalability.

Agentic Retrieval-Augmented Generation (RAG) architecture that Analysis the US Stock Market and assists the user on investment decisions. The app runs locally

Stock investment can be one of the ways to manage one’s asset. Technical analysis is sometimes used in financial markets to assist traders make buying and selling decisions [1]. Many technical analysis trading rules are deterministic trading policies. [2] uses genetic algorithm to find technical trading rule. [3] studies evolutionary algorithms in optimization of technical rules for automated stock trading. [4] proposed a stock trading system based on optimized technical analysis parameters for creating buy-sell points using genetic algorithms. [5] studies the selection of the optimal trading model for stock investment in different industries. [6] describes the optimization of trading strategies. The optimization of trading rule using genetic algorithm or evolutionary algorithms belongs to policy-based method, which is a branch of Machine Learning. Policy-based methods try to directly optimize for the optimal policy which is an important branch for domains with continuous action spaces [7]. There are studies focus on how to find a trading strategy via Reinforcement Learning (RL) [8] or using Deep-Q learning for automatic trading algorithm [9]. But in this study we will focus on the policy-based method using Generic Algorithm that directly search for the optimal parameters of a deterministic policy. Yahoo Finance’s stock history data [10] will be used in this study. The reason to choose Yahoo Finance data is because it is free and available for public to assess. The performance of algorithm will be evaluated using different stocks. The purpose of the study is to see the difference between using an agent with optimized policy to manage one’s asset with buy-and-hold strategy, or manage one’s asset with an agent with unoptimized policy.

WHICH ARE THE BEST SMARTPHONES UNDER 15000 . Best Smartphones under Rs.15000 models 2021 Step by step instructions to track down the best cell phones under Rs.15,000?Take a look Cell phones have turned into a central piece of our life. We can't ponder our existence without cell phones. Assuming you are hoping to purchase a Smartphones under ₹15,000, look at our rundown. There are various cell phones accessible in the various sections yet Smartphones under Rs.15,000 are the most jammed cell phone fragment in the Indian market. We get cell phones that offer fantastic worth and progressed components and execution. The accompanying elements that ought to be thought of while purchasing a Smartphone under Rs.15,000 are battery execution, quick charging, great showcase, nice execution and gaming experience, RAM, Processor, camera, working framework, and all that things are remembered for the underneath cell phones list. Cell phones makers center around making quality innovation that is available for everybody. On the off chance that you are searching for a cell phone in your spending plan, look at the beneath rundown of Best Smartphones under Rs.15,000. Here is the current rundown of Best Smartphones under Rs 15,000: Redmi Note 10 Realme 8 Realme Narzo 30 Samsung Galaxy M32 Motorola Moto G30 Redmi Note 10: WHICH ARE THE BEST SMARTPHONES UNDER 15000 Best Smartphones under Rs.15000 models 2021 Redmi Note 10 is one of the Most outstanding Smartphone under Rs.15000.Redmi has as of late refreshed its Note Series. This gadget accompanies a splendid 6.43 inch full HD show and offers great execution. As far as battery life, this cell phone is the best 5,000mAh battery which can undoubtedly most recent daily, charges from 0 to half inside 30 minutes. It has a super AMOLED show that permits you to encounter a smooth and vivid survey insight. Redmi Note 10 controlled by the Qualcomm Snapdragon 678 SoC processor that is amazing enough for relaxed gaming just as ordinary undertakings. Photography is streamlined with a 48 MP Quad Rear camera with a 8MP Ultra-wide focal point, 2MP Macro, and Portrait focal point on the front 13 MP selfie camera. It can record 4K@30fps, support magnificence mode, slow movement, and different elements. Redmi Note 10 has double sound system speakers with Hi-Res ensured sound for a vivid sound encounter. The side-mounted unique finger impression sensor accompanies a flush plan to give you an exceptional vibe. Presently you can open your gadget effectively with a smidgen. Shields your gadget from unforeseen falls and undesirable scratches with Corning Gorilla glasses. Redmi Note 10 comes in 3 distinctive slick shadings Aqua Green, Shadow Black, Frost white.3.5mm sound jack, simply attachment and play for constant amusement. Specialized Specification: Measurements (mm):160.46 x 74.50 x 8.30 Weight (g):178.80 Battery limit (mAh):5000 Quick charging: Proprietary Tones: Aqua Green, Frost White, Shadow Black Show: Screen size (inches):6.43 Touchscreen:Yes Resolution:1080×2400 pixels Assurance type:Gorilla Glass Processor octa-center Processor make Qualcomm Snapdragon 678 RAM:4GB Interior storage:64GB Expandable storage:Yes Expandable capacity type:microSD Expandable capacity up to (GB):512 Committed microSD space: Yes Back camera:48-megapixel + 8-megapixel + 2-megapixel)+ 2-megapixel No. of Rear Cameras:4 Back autofocus:Yes Back Flash: Yes Front camera:13-megapixel No. of Front Cameras:1 Working framework: Android 11 Skin: MIUI 12 Finger impression sensor: Yes Compass/Magnetometer:Yes Nearness sensor: Yes Accelerometer: Yes Surrounding light sensor: Yes Spinner : Yes Experts Eye-getting plan. Great camera yield from the essential camera. Great presentation and incredible battery life. Cons Baffling gaming execution. Realme 8 : The Realme 8 is a decent gadget for media utilization with an alluring striking plan. experience splendid, distinctive shadings with a 6.4″ super AMOLED full showcase. A touch inspecting pace of 180Hz.The fast in-show unique mark scanner gives a simpler open encounter. It accompanies a 5000mAh battery viable with 30W Fast Charging innovation. Hey Res affirmed sound for a vivid sound experience.The super-flimsy 7.99mm and 177g design.6GB RAM with 128GB in-assembled capacity. The Neon Portrait highlights assist with featuring your magnificence. The Dynamic Bokeh highlights assist you with taking more jazzy and dynamic pictures. The front and back cameras assist you with exploiting your inventiveness. Quickly charge the gadget to 100% in only 65 minutes. By utilizing slant shift mode you can add smaller than normal impacts to your photographs to make them look adorable and excellent. Assuming you are searching for Smartphones under Rs.15,000, you can go for Realme 8. We should take a gander at some specialized components: Measurements (mm):160.60 x 73.90 x 7.99 Weight (g):177.00 Battery limit (mAh):5000 Quick charging: Proprietary Shadings: Cyber Black, Cyber Silver Screen size (inches):6.40 Touchscreen: Yes Resolution:1080×2400 pixels Processor octa-center Processor make: MediaTek Helio G95 RAM:8GB Inner storage:128GB Expandable capacity: Yes Expandable capacity type:microSD Back camera:64-megapixel + 8-megapixel + 2-megapixel + 2-megapixel No. of Rear Cameras:4 Back self-adjust: Yes Back Flash: Yes Front camera:16-megapixel No. of Front Cameras:1 Working framework: Android 11 Skin: Realme UI 2.0 Face open: Yes In-Display Fingerprint Sensor: Yes Compass/Magnetometer:Yes Closeness sensor: Yes Accelerometer: Yes Encompassing light sensor: Yes Gyrator : Yes Stars Cons Dependable execution Disillusioning camera experience 90Hz revive rate show Bloatware-perplexed UI Great battery life. Slow charging Realme Narzo 30: On the off chance that you are searching for Best Smartphones under Rs.15,000, look at this Realme Narzo 30. The Realme Narzo 30 is a recently dispatched cell phone with brilliant components. Realme is one of the quickest developing brand in the Indian market. Going to its particulars, the new gadget has a splendid 6.5″ presentation which can assist you with opening up a totally different skyline. The cell phone has a huge 5000mAh battery. The gadget accompanies a MediaTek Helio G-85 octa-center processor. Realme Narzo 30 displays 64GB that is further expandable up to 256GB utilizing a microSD card. It accompanies a 48 MP AI Triple Camera with a 16MP front camera. It offers availability alternatives like Mobile Hotspot, Bluetooth v5.0, A-GPS Glonass, WiFi 802.11, USB Type-C, USB Charging alongside help for 4G VoLTE organization. This presentation of this Realme Narzo 30 offers a smooth looking over experience. This Realme Narzo 30 components a race track-roused V-speed configuration to offer an exciting, restless look. The realme Narzo 30 has Android 11 OS, and it is smooth and easy to use. The Realme Narzo 30 is one of the Most amazing Smartphone under Rs.15,000. We should take a gander at some specialized provisions: Screen Size (In Inches):6.5 Show Technology :IPS LCD Screen Resolution (In Pixels):1080 x 2400 Pixel Density (Ppi):270 Invigorate Rate:90 Hz Camera Features:Triple Back Camera Megapixel:48 + 2 + 2 Front Camera Megapixel:16 Face Detection:Yes Hdr:Yes Battery Capacity (Mah):5000 Quick Charging Wattage:30 W Charging Type Port :Type-C Cpu:Mediatek Helio G95 Central processor Speed:2×2.05 GHz, 6×2.0 GHz Processor Cores:Octa Ram:4 GB Gpu:Mali-G76 MC4 Measurements (Lxbxh-In Mm):162.3 x 75.4 x 9.4 Weight (In Grams):192 Storage:64 GB Stars Extraordinary presentation to watch recordings. Respectable essential camera in daytime. Cons Helpless low-light camera execution. Samsung Galaxy F22: Samsung presents the Samsung universe F22 cell phone which is the Best Smartphone under Rs.15,000.if you are a moderate client like online media, observe a few recordings, and mess around for the sake of entertainment, then, at that point this telephone is intended for you. Keeping in see the mid-range level of passage Samsung has made its quality felt inside the majority. Eminent telephone with a heavenly look and very magnificent execution Samsung Galaxy F22 accompanies a 16.23cm(6.4″)sAMOLED vastness U showcase. Super AMOLED with HD very much designed which is satisfying to the eye for long viewing.Glam up your feed with a genuine 42MP Quad camera. Consistent performing various tasks, monstrous capacity, and force loaded with the MTK G80 processor.Scanner.Available in two cool shadings Denim dark, Denim blue. Samsung Galaxy F22 accompanies a 6000mAh battery so you can go a whole day without having to continually re-energize. Each photograph that you catch on this Samsung cosmic system F22 will be clear and reasonable. make your installment speedy and quick by utilizing Samsung pay smaller than usual. We should take a gander at some specialized components: Measurements (mm):159.90 x 74.00 x 9.30 Weight (g):203.00 Battery limit (mAh):6000 Screen size (inches):6.40 Touchscreen:Yes Resolution:720×1600 pixels Assurance type:Gorilla Glass Processor:octa-center Processor make:MediaTek Helio G80 RAM:4GB Inward storage:64GB Working system:Android 11 Back camera:48-megapixel 8-megapixel + 2-megapixel + 2-megapixel No. of Rear Cameras:4 Back autofocus:Yes front camera:13-megapixel No. of Front Cameras:1 Aces: 90 Hz Refresh Rate. Samsung Pay Mini. Up-to-date Design.Motorola Moto G30: Motorola Moto G30: Motorola has dispatched Moto G30 is one of the Most outstanding Smartphones under Rs.15,000 in India. The cell phone has Android 11 OS with a close stock interface. Moto G30 accompanies a quad-camera which incorporates a 64MP essential sensor and 13 MP camera at the front. Moto G30 has two distinct shadings Dark Pearl and Pastel Sky tones. Moto G30 accompanies a 6.5-inch HD show with a 20:9 angle ratio,90Hz revive rate, and 720*1600 pixels show goal. The Moto G30 runs on Android 11. The telephone is stacked with highlights like Night Vision, shot advancement, Auto grin catch, HDR, and RAW photograph output.it is controlled by a Qualcomm Snapdragon 662 octa-center processor alongside 4 GB of RAM.it accompanies 64 GB of installed stockpiling that is expandable up to 512GB by means of a microSD card. Moto G30 has a 5,000mAh battery that can go more than 2 days on a solitary charge. Far reaching equipment and programming security ensure your own information is better ensured. By utilizing NFC innovation assists you with making smooth, quick, and secure installments when you hold it close to a NFC terminal.Connectivity choice incorporate Wi-Fi 802.11 a/b/g/n/ac, GPS, Bluetooth v5.00, NFC, and USB Type-C.It has measurements 169.60 x 75.90 x 9.80mm and weighs 225.00 g. We should take a gander at some specialized components: Manufacturer:Moto Model:G30 Dispatch Date (Global):09-03-2021 Working System:Android Operating system Version:11 Display:6.50-inch, 720×1600 pixels Processor:Qualcomm Snapdragon 662 RAM:4GB Battery Capacity:5000mAh Back Camera: 64MP + 8MP +2MP Front Camera:13MP Computer chip Speed:4×2.0 GHz, 4×1.8 GHz Processor Cores:Octa-center Gpu:Adreno 610 Measurements (Lxbxh-In Mm) :165.2 x 75.7 x 9.1 Weight (In Grams) :200 Storage:128 GB Quick Charging Wattage:20W Charging Type Port:Type-C Experts: High invigorate rate show Clean Android 11 UI Great battery execution Good cameras Cons: Huge and cumbersome Forceful Night mode. 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股票/基金/债券的相关信息的协助应用。开发原因主要是不想装太多app，比如集思录，蛋卷之类的，把他们部分数据集合到这个app上

Java application that assists users keeping track of stock trends to make decision

Stock Assist is a production-ready, open-source AI financial analysis platform built with Python Flask. Formerly a SaaS serving 46 users, it features agentic AI, real-time market data, image analysis, and robust payment/security systems. Ideal for learning and building advanced fintech solutions.

Developed a cutting-edge Stock Trading bot leveraging real-time closing price data. Our experiment compared four distinct agents: Policy Gradient, Q-learning, Moving Average, and Actor Critic.

股票分析助手，可由于实时抓取市场行情，个股最新业绩预告，业绩快报，业绩报表。以及进行市场综合分析，个股基本面分析。

上班时看股票的脚本

An Expert system is a software capable of making complex decisions which only an expert it a particular field can make. Those decisions are accurate and prefect by considering specific set of rules. This project also aims to do the same thing. This is an Expert system capable of assisting user in order to invest or buy from the stock market of a particular asset present. The whole project is prepared in MATLAB.

AlphaBot - 你的智能股票分析助手

MCP‑compliant multi‑agent system—powered by Claude AI, LangGraph routing and FastAPI—that delivers real‑time quotes, fundamentals, news, options chains and historical charts via Schwab & Finviz APIs. Plug it into your stack for seamless, context‑aware market intelligence.

ai驱动的可以自动优化策略，自己学习的a股交易辅助系统，越用越聪明

Comparisons of stock Web.config files from various Sitecore versions to assist with upgrades

股票分析助手，支持终端信息输出和浏览器访问，实时抓取行情数据进行分析

How to build your own stock assistant using Watsonx Orchestrate.

股票投资 AI 助手 (LangGraph 版本) 使用 LangGraph 和 DeepSeek 构建的multi-agents股票投资分析系统

Our project employs AI/ML techniques and LSTM algorithm to predict stock prices, aiming to assist investors in making informed decisions and avoiding unreliable sources. We created a Flask-based web application using HTML and CSS, deployed on Google Cloud. Figma was used for UI/UX design and Putty for remote server access.

Welcome to Stock Contender – an AI-powered tool designed to assist your market analysis. This tool is not an investment advisor and does not guarantee profits. Invest at your own risk. Stay updated with my latest developments.

In order to know more information about a stock option, this options calculator with Black-Scholes Model, the first widely used model for option pricing, can provide the call/put option price, d1, d2, and Greek letters. It can assist investors in establishing an option trading strategy. Certain assumptions must be made due to this calculator is modeled by Black-Scholes model. * It works on European options that can only be exercised at expiration. * No dividends are paid out during the option’s life. * Stock markets are efficient. The movement of the markets cannot be predicted, and there is continuous trading * There are no transaction and commissions costs in buying the option. * The risk-free rate and volatility of the underlying are known and constant. * The returns on the underlying are normally distributed.

Saxo Bank Review Info Update 2022 otoxs July 03, 2022 Saxo bank is considered one of the most relied on names inside the world of foreign exchange buying and selling. The dealer provides a huge collection of belongings for margin-based totally trading, low spreads, and lightning speedy execution of trades. The broker holds a couple of policies global. In this article, I review some functions that Saxo Bank has and why buyers and nontraders could make money with the broker’s provision.Overview Saxo Bank A/S is privately owned; Geely Financials Denmark A/S, a subsidiary of Zhejiang Geely Holding Group Co., Ltd, owns fifty two percentage of the stocks of its shares. The founder and CEO of Saxo Bank, Kim Fournals, owns 25.71% of the Bank shares. Shampoo Plc, a main Nordic economic offerings enterprise, additionally owns 19.9% of the financial institution shares. Minority shareholders, such as numerous modern and former personnel of the Bank, preserve the ultimate stocks. The Bank turned into the primary broking in Denmark to gain approval from the European Investment Directive in 1992. Saxo Group presently operates international, taking part carefully with supervisory government in each jurisdiction it exists in. The broking is regulated through the Australian Securities and Investments in Australia, the Securities and Futures Commission in Hong Kong, the Japanese Financial Services Agency in Japan, Financial Conduct Authority inside the UK, Bank of Netherlands within the Netherland. It is also regulated in Italy, Czech, Singapore, Switzerland, U.A.E., Denmark, and many others. Aside from having a extensive agency jurisdiction, it additionally has a completely extensive variety of markets reachable to traders. The markets furnished encompass foreign exchange, stocks, ETFs, Bonds, Mutual Funds, Futures, Listed Options, and more. It also gives controlled portfolios wherein professionals navigate and manipulate your investments without your input. The controlled portfolio additionally gives you the liberty to withdraw at any time. The Bank has provisions for retail traders and institutional buyers.ProsConsStrongly regulated Wide variety of markets Useful studies toolsHigh minimum deposit Only to be had for six days a week High bond, alternatives and destiny costs Who is Saxo Bank for? The broking offers a extensive variety of offerings, and it has one of a kind aspects, which makes it beneficial for one of a kind forms of humans. The SaxoSelect program affords a controlled portfolio that's beneficial for individuals who do not have any form of history in trading. Through the program, specialists carry out buying and selling and manipulate portfolio for your behalf. The SaxoSelect is not just beneficial for amateur investors; other buyers who do no longer have time to exchange or desire to construct a separate portfolio other than their regular trades also can make earnings through the program. Beginners and advanced buyers also can make money through trading the lots of gadgets which are to be had at an cheap rate. The broker additionally provides a wholesome ground for institutional buyers and people who're inquisitive about partnering with the corporation. Rating: four.five/5Is Saxo Bank Safe? Saxo Bank A/S is integrated in Denmark as a certified bank and is regulated along side Saxo Bank A/S Italy, Saxo Bank AS the Czech Republic, Saxo Bank Netherlands via the Danish Financial Supervisory Authority (F.S.A.). As a member of the European Union, the E.U. Banking and Investment Directives were incorporated through Denmark into the Danish Law. Saxo financial institution A/C and its branches are also regulated in one of a kind jurisdictions. It is regulated and licensed in the U.K. by using the Financial Conduct Authority; BG SAXO Societal did. Intermediazione Mobiliaire S.p.A. is certified by way of the Italian Market Authority. It is licensed in the Czech Republic with the aid of Czech National Bank. Saxo Bank A/S Netherlands is registered by means of the Bank of Netherlands. Saxo Bank Pte. Ltd. Singapore is supervised through the Monetary Authority of Singapore. It is a capital markets offerings license holder and an exempt financial marketing consultant. Other rules and licenses include the Central Bank of U.A.E. as a consultant workplace, Japanese Financial Services Agency, Securities and Futures Commission in Hong Kong, Australia Securities and Investments Commission in Australia.[2] So a long way, what I will say is that the bank is duly certified and controlled by way of the top and trusted agencies and businesses. For more statistics approximately the licenses and guidelines, please click right here. Rating: 4.5/5Year founded:1992Publicly traded: NoLicenses: ASIC, FCA, FMS (Swiss), SFC, JFSA (Japanese), MAS (Singapore), and moreBacklist: NoOffering of InvestmentsStock Saxo financial institution provides get admission to to more than 19,000 stocks across several core and rising markets on extra than forty exchanges worldwide. I find this thoughts-blowing because it is not commonplace to look the range of shares furnished with the aid of the broker on many other brokerage systems. These exchanges encompass NASDAQ, NYS, Singapore Exchange, Hong Kong Exchange, Australian Securities Exchange, Tokyo Stock Exchange.ETFs It also has more than 3000 ETFs from extra than 30 exchanges across the worldBonds Mutual Funds there are extra than 250 top-rated mutual finances to be had on the platform. The mutual price range are from the sector’s largest investors.Futures They are also to be had of their thousand Listed Products Traders and traders have get admission to to extra than 1,two hundred listed options from 23 exchanges global. These listed alternatives are throughout equities, hobby rates, energy, metals, indices, and extra. Others Asides from all that have been listed above, you could additionally alternate cryptocurrency CFD and ETPs. The ETPs help to take a long-time period function without leverage. Forex trading and lots of extra. The dealer provides eighty two FX spot pairs and 140 forwards throughout fundamental, minor and distinguished pairs. Metals are also available. Rating: 4.5/5Forex: Spot TradingYesCurrency Pairs (Total the Forex market pairs)182Social Trading / Copy-TradingYesCFDs instrumentsforex, stocks, crypto, ETFs, Bonds, Mutual fund, futures, indexed products, and so on.Commissions & Fees The dealer gives enterprise-leading costs. Traders and traders get competitive spreads and commissions throughout all asset training. The rates additionally grow to be better as change volume will increase. The dealer offers commissions from $1 on US stocks and the USA-indexed ETFs. It also costs commissions as low as $1.25 futures and indexed options; there aren't any expenses for making an investment in mutual funds. Many of the options, bonds, and futures expenses are a little high as compared to some other agents. For more facts on the expenses Rating: 4/5Minimum Initial DepositUSD 10,00, 500(GBP) for UK, USD3000 for Australia and SGD three hundred for Singapore Average Spread EUR/USD – Standard0.8All-in Cost EUR/USD – Active0.6Minimum withdrawal Platforms & Tools SaxoTraderGO It has improved trade tickets, fundamental and technical evaluation equipment, an in depth charting package, performance analysis, and some other essential capabilities. It helps a one-screen setup even though the chart can be dragged to a 2nd display screen. I located that the platform is obtainable through mobile and exclusive variations of windows.SaxoTraderPRO it's miles completely customizable and is a expert-grade platform. It provides functions like algorithmic orders, one-click buying and selling, and different charting applications. I found that it's miles customizable throughout six screens, with superior workspace and more functions thru my check. This platform isn't reachable on mobile gadgets. It is restrained to PC and MAC. The two platforms are well constructed and are consumer-friendly. Connectivity and APIs: this device allows you hook up with Saxo’s capital markets infrastructure through your selected interface. Third-celebration equipment These tools assist to execute trades from one in all Saxo’s companion’s structures. This enables you join your Saxo account to a 3rd-birthday celebration platform to access custom tools that healthy your unique buying and selling requirement. These equipment, although useful, is probably too technical for beginners to understand how to use them. Such novices could need to undergo a getting to know procedure to master them. The broking also gives a demo account in which traders can alternate a selected marketplace earlier than trading it on a stay account. Rating: 4/5Virtual Trading (Demo)YesProprietary PlatformYesDesktop Platform (Windows)YesWeb PlatformYesMetaTrader four (MT4)YesMetaTrader 5 (MT5)NoCharting – Indicators / Studies (Total)58Charting – Drawing Tools (Total)19Charting – Trade From ChartYesOrder Type – Trailing StopYesResearch The studies tools cover all of the assets furnished. Saxo Bank affords day by day commentary and in-intensity analysis across its markets. There are also articles written through monetary experts from special fields that can be beneficial for buyers to get statistics from. The studies data helps you understand how investors view the markets and notice what the experts are seeing.