Khazar Ayaz’s Post

How to Perform Fuzzy Data Matching with GPT-based Embeddings If you need to match records across different datasets, here’s a straightforward way to do it using GPT-based embeddings and the Nearest Neighbors algorithm. Step 1: Generate Embeddings Use OpenAI’s GPT model to generate embeddings for your text data. This captures the semantic meaning and is key for accurate matching. Step 2: Apply Nearest Neighbors Fit a Nearest Neighbors model using cosine similarity. This will help identify the closest matches between records in your datasets. Step 3: Set a Threshold Filter the results with a distance threshold to ensure you only get meaningful matches. Output The final result is a DataFrame showing matched records, similarity scores, and indicators of match quality. Why Use This Approach? 1. Scalable for large datasets. 2. Flexible to match on multiple columns. 3. Reliable when paired with human evaluation. Check out the full code here: https://lnkd.in/eQF2R36A This method is practical for data cleaning, record linkage, and more. Try it out in your own projects. Follow for more. #DataScience #MachineLearning #Python #OpenAI

I'm excited to announce the launch of json_paws, an open-source Python library that simplifies structured JSON generation and analysis with GPT-4o. 🚀 Key Features: Consistent JSON Outputs: Ensure generated JSON matches your schema every time. JSON Synthesis: Create realistic data for testing and development. Unstructured Data Analysis: Seamlessly convert text into structured JSON. Open-Source: Available for the community to use, improve, and contribute. 🔧 Get Started: Install: pip install json_paws Explore: Check out the GitHub repo for examples and documentation. Contribute: Join our open-source community and help improve the project! https://lnkd.in/eZmuKryE

Over the weekend, I developed Ritörn, an API platform that streamlines data processing, making it simple to handle text, images, audio, PDFs, Excel files, and DOCX files for various applications such as insurance policy analysis, customer support transcription, and financial data processing. https://lnkd.in/ecyUERfF What is Ritörn? Ritörn is an API platform that helps you process and analyze different types of files, such as text, images, audio, PDFs, Excel files, and DOCX files. With Ritörn, you can transform these files into useful information without the hassle of manual processing. Why Ritörn? The idea behind Ritörn is simple: "Give Everything an API." By providing easy-to-use APIs, Ritörn allows businesses and developers to automate and streamline their data workflows, saving time and reducing errors. Use Cases Ritörn can be used in various scenarios: ⚫Insurance Companies: Quickly analyze policy documents. ⚫Customer Support: Transcribe and summarize audio calls. ⚫Financial Analysis: Process large Excel datasets with ease. ⚫Legal Firms: Extract and organize information from legal documents. If you're curious to learn more or see it in action, feel free to reach out! #Tech #DataProcessing #APIs #WeekendProject #BuildinPublic #AI

Full circle.

📌 Chess Tactics for Entrepreneurs - The Sicilian Defense 🚀 Excited to share the 3rd tactic in my "48 Chess Tactics for Entrepreneurs" series: The Sicilian Defense! This strategy offers valuable insights into dynamic business maneuvering, emphasizing the importance of innovative counterplays in the entrepreneurial world. If you've found this series helpful, please feel free to share it with your network. Let's continue learning and growing together! #Entrepreneurship #BusinessStrategy #ChessTactics #Innovation #Networking

🌟The second post in the series of "Chess Openings in Entrepreneurship Series"!🌟 Queen's Gambit "Mastering Strategic Sacrifices for Long-term Gains" The Opening: The Queen's Gambit The Queen's Gambit, initiated with the moves d4 followed by c4, is a classic chess opening that embodies the art of strategic sacrifice. By offering a pawn to gain a stronger position, this opening illustrates the concept of calculated risks for greater rewards. Identifying the Stage in Business You're in the 'Queen's Gambit' stage in your business journey when: You strategically sacrifice short-term benefits for a more advantageous long-term position. Your actions may seem counterintuitive or risky to outside observers. You are focused on gaining a superior position in the market, even if it means current resources are stretched or seemingly compromised. Real-World Example: Netflix's Shift to Streaming Consider Netflix's pivot from DVD rentals to streaming. This move, akin to a Queen's Gambit, involved significant risk – sacrificing the stability of their DVD rental business for an unproven streaming model. This bold shift eventually redefined the entertainment industry and solidified Netflix's market leadership. The Counterplay in Chess In response to the Queen's Gambit, one counterplay is to accept the gambit, taking the offered pawn and preparing for an ensuing battle of position. Another is to decline the gambit, maintaining a solid structure and developing pieces to counter the opponent's central control. Counterplay in the Business World: Blockbuster's Response to Netflix Blockbuster's response to Netflix's strategic shift illustrates a real-world counterplay. Initially, they tried to mirror Netflix's model by offering online rentals. However, this response was more of a reactionary move than a strategic counterplay, failing to foresee the long-term implications of the streaming revolution. How to Use This Move: Implementing the Queen's Gambit in Business Evaluate and Execute Strategic Sacrifices: In your business, identify areas where a strategic sacrifice can lead to greater long-term benefits. This might involve reallocating resources from traditional areas to more innovative ventures, or phasing out less profitable aspects of your business to focus on more promising opportunities. Embrace Calculated Risks: Like the pawn offered in the Queen's Gambit, be prepared to take calculated risks. This could mean investing in new technology, entering a new market, or radically changing your business model. The key is to ensure that these risks are well-thought-out and have the potential for significant future payoffs. Prepare for Short-term Challenges: Understand and accept that your decisions might lead to short-term challenges or setbacks. These are the 'sacrifices' necessary to secure a more advantageous position in the long run. #ChessAndBusiness #entrepreneurship #BusinessStrategy

🌟 Kicking Off Chess Openings in Entrepreneurship Series: The King's Pawn Opening! 🌟 Hello everyone! We're beginning with one of the most classic moves in chess – the King's Pawn Opening (e4). In the realm of chess, the King's Pawn Opening (e4) is a bold first move, asserting dominance over the center and setting an aggressive tone for the game. It's a declaration of confidence and strategic intent. Identifying the Stage in Business You're in the 'King's Pawn Opening' stage of your entrepreneurial journey when: You take bold, decisive action to enter a market. You set ambitious goals to establish a significant presence quickly. Your strategy involves a direct approach, seeking to dominate a market segment from the outset. Real-World Example: The Launch of Tesla Motors Tesla Motors' entry into the automotive industry mirrors the King's Pawn Opening. When Tesla introduced its first electric car, it wasn't just a new product; it was a bold statement challenging the automotive status quo. They entered a market dominated by gasoline vehicles with a high-end electric car, asserting a new direction for the industry. The Counterplay in Chess In chess, a common counterplay to e4 is e5, which mirrors the move, establishing an equal foothold in the center. Another strategy is the Sicilian Defense (c5), which aims to control the center from the flank, offering asymmetrical and dynamic possibilities. Counterplay in the Business World: Traditional Automakers' Response to Tesla The automotive giants responded to Tesla's aggressive entry with their counterplays. Some, like General Motors, mirrored Tesla's move by investing heavily in their electric vehicles, like the Chevy Bolt. Others, like BMW, took a more asymmetrical approach, gradually integrating electric technology into their existing fleets, and experimenting with new mobility solutions. How to Use This Move: Implementing the King's Pawn Opening in Business Lead with a Bold Vision: Emulate the King's Pawn Opening by launching your business venture with a clear, bold vision. This could mean introducing a revolutionary product or service that challenges existing market paradigms. Set Aggressive Goals: Like the assertive e4 move in chess, set ambitious, clearly defined goals for market entry and growth. This involves not just entering the market but aiming to redefine or dominate a segment of it. Direct Market Engagement: Engage the market directly with your product or service. This might involve aggressive marketing strategies, disruptive business models, or innovative technology that sets you apart from the competition. Prepare for Counterplays: Anticipate and prepare for responses from established competitors. This could involve adapting to their strategies or continuing to innovate to stay ahead. Keep an eye on both direct (mirroring) responses and more indirect, asymmetrical strategies from competitors. #ChessAndBusiness #Entrepreneurship #KingsPawn #BusinessStrategy #StartupJourney

📣 Big News! I'm starting a new series: "48 Chess Openings in Entrepreneurship" 🚀♟️ Hey everyone! I'm excited to share that starting by tomorrow, I'll be posting something pretty cool and different. It's a series called "48 Chess Openings in Entrepreneurship." Each week, I’ll explore a chess opening and connect it with our world of entrepreneurship. I’ve always found chess fascinating, especially how it mirrors the strategies and challenges we face in business. From bold moves to smart planning, there’s a lot we can learn. This series is for anyone curious about business, startups, or just enjoys a fresh take on strategy and decision-making. I’m really looking forward to hearing your thoughts and experiences as we go through these chess openings together. Stay tuned for the first post, and let’s see what chess can teach us about the business game! #Entrepreneurship #ChessAndBusiness #Startups #BusinessStrategy #LearningThroughChess

Peagle is getting attention!

Every startup begins with a spark 💡Can any fellow entrepreneurs relate? #startupjourney #entrepreneurlife