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    <title>Tinz Twins Hub</title>
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    <description>Your knowledge Hub for AI Engineering in finance. Learn all about data science, software engineering, and investment research. </description>
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      <title><![CDATA[Our Ultimate Local AI Coding Setup in VS Code]]></title>
      <description><![CDATA[AI coding agents have become an essential part of a modern developer’s workflow. But have you ever felt unwell about sending your proprietary code, company secrets, or…]]></description>
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      <title><![CDATA[How to Expose Agno Agents Using the A2A Protocol]]></title>
      <description><![CDATA[AI agents offer a unique opportunity to automate and enhance complex processes. But to maximize the full potential of agentic AI, it is crucial that AI agents are able…]]></description>
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      <title><![CDATA[Turn Your Agno AgentOS Into a Powerful MCP Server: Here’s How]]></title>
      <description><![CDATA[AI agents are becoming increasingly autonomous and complex. The trend is moving toward Agentic AI—systems that not only respond but also take independent actions, plan…]]></description>
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      <title><![CDATA[This Is What You Can Expect at Tinz Twins Hub]]></title>
      <description><![CDATA[Discover our comprehensive collection of practical guides covering various topics such as Generative AI, Large Language Models, Agentic AI, Python in Finance ...]]></description>
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      <title><![CDATA[How to Build a Segmented Revenues API for Public Companies with Python]]></title>
      <description><![CDATA[In a world full of AI agents, data is the most valuable asset. That’s the reason why it’s essential to have access to high-quality data. But how do you get access to…]]></description>
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      <title><![CDATA[Building a beautiful-looking Stock Dashboard with Reflex and OpenBB]]></title>
      <description><![CDATA[Have you ever wondered if you can build production-ready analytics apps in pure Python? Then, the open-source framework Reflex might be perfect for you! With Reflex, you…]]></description>
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      <pubDate>Mon, 30 Jun 2025 15:01:00 +0000</pubDate>
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      <title><![CDATA[Building a Full-Stack Chatbot App in Python Using Reflex and Agno]]></title>
      <description><![CDATA[More and more companies are integrating intelligent chatbots into their apps and websites. The advantage of chatbots is that they are available 24/7. This allows…]]></description>
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      <title><![CDATA[Mastering the Capital Asset Pricing Model (CAPM) Using Python]]></title>
      <description><![CDATA[The analysis of historical financial market data can reveal interesting patterns and insights. This information can help to build a strong portfolio. When creating a…]]></description>
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      <pubDate>Fri, 30 May 2025 15:01:00 +0000</pubDate>
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      <title><![CDATA[Comprehensive Guide: Portfolio Optimization Using the Markowitz Model]]></title>
      <description><![CDATA[Portfolio optimization focuses on selecting the optimal combination of assets to maximize return and minimize risk. That involves determining the most appropriate…]]></description>
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      <title><![CDATA[Portfolio Allocation: How to Analyze a Stock Portfolio Using Python]]></title>
      <description><![CDATA[Many retail investors worldwide invest their money in the stock market and build a stock portfolio. Wouldn’t it be helpful if you could create a risk-adjusted portfolio?…]]></description>
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      <pubDate>Thu, 27 Mar 2025 16:01:00 +0000</pubDate>
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      <title><![CDATA[Build an OpenAI-Compatible API for Open-Source LLMs from Scratch]]></title>
      <description><![CDATA[New and powerful open-source AI models are entering the market every few months. DeepSeek R1 was released a few weeks ago, and the AI world was excited. According to…]]></description>
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      <pubDate>Mon, 17 Feb 2025 16:01:00 +0000</pubDate>
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      <title><![CDATA[Visualize financial data with beautiful Sankey diagrams]]></title>
      <description><![CDATA[The analysis of financial data can quickly become very complex. This is where smart data visualization is helpful. It makes understanding the data easier. Sankey…]]></description>
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      <pubDate>Wed, 29 Jan 2025 16:01:00 +0000</pubDate>
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      <title><![CDATA[Build a financial multi-agent system with AG2 (formerly AutoGen) and…]]></title>
      <description><![CDATA[The big tech companies say the future belongs to AI agents. And we think the same. Multi-agent collaboration will soon be an essential part of every software. Microsoft…]]></description>
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      <pubDate>Sat, 28 Dec 2024 16:01:00 +0000</pubDate>
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      <title><![CDATA[Introduction to ARIMA Models for Newbies]]></title>
      <description><![CDATA[ARIMA (short for AutoRegressive Integrated Moving Average) is a technique for time series analysis and forecasting. It is one of the most widely used approaches for time…]]></description>
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      <pubDate>Sun, 17 Nov 2024 16:01:00 +0000</pubDate>
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      <title><![CDATA[Time Series Analysis: The Power of Exponentially Weighted Moving…]]></title>
      <description><![CDATA[The Exponentially Weighted Moving Average (EWMA) is a statistical tool for modeling or describing a time series. It is commonly used in the financial industry to…]]></description>
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      <pubDate>Mon, 21 Oct 2024 15:01:00 +0000</pubDate>
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      <title><![CDATA[Mastering Time Series Analysis: An Introduction to ETS Models]]></title>
      <description><![CDATA[Python is one of the most popular programming languages for applied finance and machine learning. In the financial sector, a lot of data is available as time series. For…]]></description>
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      <pubDate>Fri, 27 Sep 2024 15:01:00 +0000</pubDate>
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      <title><![CDATA[Time Series Analysis: A Beginners Guide with statsmodels]]></title>
      <description><![CDATA[Time series analysis is a powerful statistical method used in many industries, such as finance, healthcare, energy, and marketing. It involves identifying patterns,…]]></description>
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      <pubDate>Tue, 27 Aug 2024 15:01:00 +0000</pubDate>
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      <title><![CDATA[A Visual Guide to Ensemble Methods + Practical Example]]></title>
      <description><![CDATA[Ensemble methods are a powerful approach in machine learning that combines multiple models to create a more robust and accurate model. Many beginners struggle to…]]></description>
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      <pubDate>Tue, 13 Aug 2024 05:01:00 +0000</pubDate>
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      <title><![CDATA[Struggling with Linear Regression? - Theory and Practice Clearly…]]></title>
      <description><![CDATA[Linear Regression is a simple statistical regression method, making it perfect for beginners in predictive analysis. It is a straightforward method, but some aspiring…]]></description>
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      <pubDate>Fri, 03 May 2024 13:17:03 +0000</pubDate>
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      <title><![CDATA[Tesla's Stock Market data: Mastering Time Resampling with OpenBB and…]]></title>
      <description><![CDATA[In the financial sector, we often deal with time series data that have a DateTimeIndex on a specific time scale, like every day or every hour. Sometimes, it's necessary…]]></description>
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      <pubDate>Fri, 01 Mar 2024 20:41:45 +0000</pubDate>
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      <title><![CDATA[Demystifying DateTimeIndex in Pandas for Time Series Analysis]]></title>
      <description><![CDATA[Time series are everywhere in the financial sector! When processing time series, there are so many points to consider. In this article, we dive right in and show you how…]]></description>
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      <pubDate>Fri, 16 Feb 2024 16:00:01 +0000</pubDate>
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      <title><![CDATA[Unlock the Blackbox: Demystifying Machine Learning Explainability!]]></title>
      <description><![CDATA[Machine learning (ML) has great potential for improving processes and products. A challenge is to explain the predictions of the ML algorithms. Trust and transparency…]]></description>
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      <pubDate>Tue, 21 Nov 2023 16:00:01 +0000</pubDate>
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      <title><![CDATA[Set up a Docker-based SFTP server. It's open-source and secure!]]></title>
      <description><![CDATA[Do you need a secure server? In this article, you will learn how to set up an SFTP server with Docker. An SFTP server is a secure FTP server. You can store your data on…]]></description>
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      <pubDate>Sat, 18 Nov 2023 16:01:00 +0000</pubDate>
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      <title><![CDATA[Responsible Development of an LLM Application + Best Practices]]></title>
      <description><![CDATA[Do you know how to build an LLM application in a responsible way? No, then you should check out this article. We will cover some peculiarities we have learned in the…]]></description>
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    <item>
      <title><![CDATA[Convert a Time Series into a Classification Problem]]></title>
      <description><![CDATA[This article describes an example project in the context of stock trading. Can we predict with an AI model whether a stock goes up or down the next day? It is precisely…]]></description>
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      <pubDate>Tue, 07 Nov 2023 16:01:00 +0000</pubDate>
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    <item>
      <title><![CDATA[Efficient Use of KPIs in Data Science Projects]]></title>
      <description><![CDATA[Project controlling is essential in data science projects, as the time required and costs are often difficult to estimate. Clients want to implement their use cases…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/18e06ed8-e4e0-4c37-837c-d74f65a4d22b</link>
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      <pubDate>Tue, 31 Oct 2023 16:01:00 +0000</pubDate>
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      <title><![CDATA[Learn How Keyword Search Works and How Language Models can Improve…]]></title>
      <description><![CDATA[Search is everywhere! We all use search engines like Google, Bing, or You.com every day. Moreover, we search for information in apps like YouTube or X.]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/630fd0a8-c583-4c76-a186-2c2c84f0b047</link>
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      <pubDate>Fri, 27 Oct 2023 08:21:17 +0000</pubDate>
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    <item>
      <title><![CDATA[Univariate Discrete Distributions: An Easy-to-Understand Explanation…]]></title>
      <description><![CDATA[Do you know this? You want to learn something new, but you don’t know where to start. This is how we felt when we wanted to understand distributions mathematically. Yes,…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/172e2ed6-c4fd-4d7a-8696-78562adfa330</link>
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      <pubDate>Fri, 20 Oct 2023 19:56:16 +0000</pubDate>
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    <item>
      <title><![CDATA[How to Deploy Your Plotly Dash App to Hugging Face Using Docker, It’s…]]></title>
      <description><![CDATA[Do you want to deploy your Plotly Dash App? Yeah, then this article is for you. You probably know the following situation. You create a great app and want to share it…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/233201df-dfd8-4edc-afe9-eddee8d96f2f</link>
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      <title><![CDATA[Lamini: Fine-Tune Your Large Language Models with Just 3 Lines of…]]></title>
      <description><![CDATA[Everyone has been talking about Prompt Engineering! But it has several limitations! For example, the model always decides based on the training data (often a large…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/255aed88-5dd0-4982-9283-eeb6c5dcca6e</link>
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      <title><![CDATA[Mastering LangChain: A Beginner Guide]]></title>
      <description><![CDATA[Since the release of ChatGPT, large language models (LLMs) are becoming more and more popular. New LLM-powered tools come on the market almost every day. You can also…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/3776f18b-8753-457a-91b0-8312a2ef04d7</link>
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      <pubDate>Sat, 07 Oct 2023 17:03:48 +0000</pubDate>
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      <title><![CDATA[Exploring Prompt Engineering for Developers: A Practical Guide]]></title>
      <description><![CDATA[On the Internet, you can often find PDFs or websites titled “The 100 Best Prompts to Boost Your Productivity.” These prompts are mostly for tools like ChatGPT to…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/91e54763-958f-4701-9edf-1663dc1d699e</link>
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      <pubDate>Sat, 07 Oct 2023 16:47:06 +0000</pubDate>
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      <title><![CDATA[LangChain: Chat with Tesla’s Q2 Earnings Call on YouTube]]></title>
      <description><![CDATA[Don’t have enough time to watch a complete earnings call of a company? Maybe you have only a few questions. Then, it’s not necessary to listen to the whole earnings…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/0a28bfa3-cae7-46cf-ae62-8f57b4d132f3</link>
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      <pubDate>Sat, 07 Oct 2023 15:22:17 +0000</pubDate>
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      <title><![CDATA[Poetry: Python Dependency Management Like a Pro]]></title>
      <description><![CDATA[Do you often have problems with dependencies in your Python projects? Then, Poetry offers a solution for you. Poetry is a dependency management and packaging tool for…]]></description>
      <media:content type="image/jpeg" url="https://assets-proxy.steadyhq.com/https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Fw_1456%2Cc_limit%2Cf_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252Fb9d66738-2c10-499d-b0c8-c00ff6786762_1800x1200.png?auto=format&amp;h=787&amp;w=1400&amp;fit=fill&amp;fm=jpg&amp;crop=faces&amp;s=7a5e2fccfba6f15b1c6cf87ef76856e8" medium="image"/>
      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/b07b8c02-1724-42e3-8bb2-4eb3dfb21c42</link>
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      <pubDate>Sat, 07 Oct 2023 14:48:28 +0000</pubDate>
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    <item>
      <title><![CDATA[Efficient Testing of Your Python Code With Pytest]]></title>
      <description><![CDATA[Do you often look for errors in software components that could prevent with a better testing strategy? Sometimes you or a colleague change a small thing in existing…]]></description>
      <media:content type="image/jpeg" url="https://assets-proxy.steadyhq.com/https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Fw_1456%2Cc_limit%2Cf_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F7ab2f474-5249-4273-b3df-ccbe1db9f97e_1800x1200.png?auto=format&amp;h=787&amp;w=1400&amp;fit=fill&amp;fm=jpg&amp;crop=faces&amp;s=8504c052000d3c83c5507edd49feb77f" medium="image"/>
      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/0810ac24-455e-4b7b-b20b-50af14fe1930</link>
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      <pubDate>Sat, 07 Oct 2023 13:31:55 +0000</pubDate>
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      <title><![CDATA[Build a beautiful-looking GPT Chatbot with Plotly Dash]]></title>
      <description><![CDATA[ChatGPT has impressively demonstrated the potential of AI chatbots. In the next few years, such AI chatbots will revolutionise many areas of the economy. Frameworks like…]]></description>
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      <link>https://steady.page/eedbc21a-9c90-4b58-9559-7232d503367f/posts/8033a6e7-c603-421e-be69-2a26a3bb8382</link>
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      <pubDate>Fri, 06 Oct 2023 15:13:09 +0000</pubDate>
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      <title><![CDATA[EDGAR Tools: An Awesome Python Package to Get SEC Filings]]></title>
      <description><![CDATA[Today, we’re talking about the best EDGAR library we have ever seen! We’ve tested many EDGAR libraries in the last year, and none of them have met our requirements. The…]]></description>
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      <title><![CDATA[LangChain: Use the Power of GPT to Chat with Earnings Reports of…]]></title>
      <description><![CDATA[Do you want to compare many quarterly reports of public companies? It’s tedious to look through all the quarterly reports by hand. An assistant would be very helpful,…]]></description>
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      <title><![CDATA[Detection of Credit Card Fraud with an Autoencoder]]></title>
      <description><![CDATA[Do you want to know how to create an anomaly detector using Python and TensorFlow? Then this article is for you. Credit card companies use anomaly detectors to detect…]]></description>
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      <title><![CDATA[A Comprehensive Guide to Building Enterprise-Level Plotly Dash Apps]]></title>
      <description><![CDATA[Data Science projects always need some kind of visualisation. For the initial analysis, data scientists usually use Jupyter Notebooks and libraries like matplotlib or…]]></description>
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      <pubDate>Fri, 06 Oct 2023 13:25:51 +0000</pubDate>
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      <title><![CDATA[Deploy Your Own MLflow Workspace On-Premise with Docker]]></title>
      <description><![CDATA[MLflow is an open source platform to manage the lifecycle of ML models end to end. It tracks the code, data and results for each ML experiment, which means you have a…]]></description>
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