Subha Ganapathi, Author at Towards Data Science https://towardsdatascience.com Publish AI, ML & data-science insights to a global community of data professionals. Tue, 02 Dec 2025 13:44:46 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png Subha Ganapathi, Author at Towards Data Science https://towardsdatascience.com 32 32 JSON Parsing for Large Payloads: Balancing Speed, Memory, and Scalability https://towardsdatascience.com/json-parsing-for-large-payloads-balancing-speed-memory-and-scalability/ Tue, 02 Dec 2025 15:30:00 +0000 https://towardsdatascience.com/?p=607786 Benchmarking JSON libraries for large payloads

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]]> Extracting Structured Data with LangExtract: A Deep Dive into LLM-Orchestrated Workflows https://towardsdatascience.com/extracting-structured-data-with-langextract-a-deep-dive-into-llm-orchestrated-workflows/ Sat, 06 Sep 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607052 A guide to building modular workflows for structured intelligence

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]]> How Metrics (and LLMs) Can Trick You: A Field Guide to Paradoxes https://towardsdatascience.com/how-metrics-and-llms-can-trick-you-a-field-guide-to-paradoxes/ Wed, 16 Jul 2025 04:19:43 +0000 https://towardsdatascience.com/?p=606602 When numbers lie — and your metrics mislead you

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]]> Maximizing Python Code Efficiency: Strategies to Overcome Common Performance Hurdles https://towardsdatascience.com/maximizing-python-code-efficiency-strategies-to-overcome-common-performance-hurdles-c6292610d785/ Thu, 11 Jan 2024 18:59:09 +0000 https://towardsdatascience.com/maximizing-python-code-efficiency-strategies-to-overcome-common-performance-hurdles-c6292610d785/ Navigating Nested Loops and Memory Challenges for Seamless Performance using Python

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]]> Streamlining Azure VM Performance While Slashing Costs: Proven Strategies for Optimal Efficiency https://towardsdatascience.com/streamlining-azure-vm-performance-while-slashing-costs-proven-strategies-for-optimal-efficiency-23a9bfc7fe62/ Thu, 13 Jul 2023 04:15:09 +0000 https://towardsdatascience.com/streamlining-azure-vm-performance-while-slashing-costs-proven-strategies-for-optimal-efficiency-23a9bfc7fe62/ Overview While setting up an Azure VM, it is important to understand the pricing model and service offerings well in advance before setting up the environment. If not, we may end up paying exorbitant bills that could have been avoided if cost-optimization strategies had been followed. In this article, we discuss practical strategies and insights […]

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]]> Unlocking Data Access: Harnessing Triggers in the Absence of API Endpoints https://towardsdatascience.com/unlocking-data-access-harnessing-triggers-in-the-absence-of-api-endpoints-4b5c8b775058/ Fri, 09 Jun 2023 04:46:37 +0000 https://towardsdatascience.com/unlocking-data-access-harnessing-triggers-in-the-absence-of-api-endpoints-4b5c8b775058/ Overview Have you ever faced a scenario wherein you’ve tried to extract a crucial data point from a transactional system (such as an e-commerce system) using its API, only to discover that the necessary information was not accessible through the provided endpoints? If so, read on to discover how this challenge can be effectively tackled […]

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]]> Data Mastery with Python and SQL: Unleashing Efficiency and Security through 4 Strategic Use Cases https://towardsdatascience.com/data-mastery-with-python-and-sql-unleashing-efficiency-and-security-through-4-strategic-use-cases-eb8afb5019a0/ Tue, 23 May 2023 20:17:22 +0000 https://towardsdatascience.com/data-mastery-with-python-and-sql-unleashing-efficiency-and-security-through-4-strategic-use-cases-eb8afb5019a0/ Leverage techniques to extract hashtags, suppress warnings, and utilize parameterized queries for powerful data analysis

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]]> Schedule a Python script to run automatically on a Windows Desktop/Azure VM https://towardsdatascience.com/schedule-a-python-script-to-run-automatically-on-a-windows-desktop-azure-vm-8b4f469f969f/ Mon, 20 Feb 2023 17:47:49 +0000 https://towardsdatascience.com/schedule-a-python-script-to-run-automatically-on-a-windows-desktop-azure-vm-8b4f469f969f/ Automatically refresh your data using Task Scheduler

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]]> Prototyping for Effective Visualizations and Web Analytics Applications https://towardsdatascience.com/prototyping-for-effective-visualizations-web-analytics-applications-fc2dec8f8568/ Sat, 26 Nov 2022 05:02:39 +0000 https://towardsdatascience.com/prototyping-for-effective-visualizations-web-analytics-applications-fc2dec8f8568/ Enhance your design thinking skills and productivity with Prototyping

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]]> Hair-Splitting Quirks and Nuances of Tableau https://towardsdatascience.com/tableau-the-good-and-the-bad-ba37a2ea0477/ Sat, 02 Apr 2022 03:30:39 +0000 https://towardsdatascience.com/tableau-the-good-and-the-bad-ba37a2ea0477/ Common issues and resolutions for effective reporting in Tableau

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