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Insights on Data Science, Data Engineering, and Agentic AI from the Jash Data Sciences team.

The Evolution of Data Architecture: From Legacy Systems to Unified Intelligence

April 1, 2026

This article walks through eight distinct stages of this evolution, explaining the breakthroughs that defined each era from early transaction systems through NoSQL databases, real-time processing, cloud and hybrid arch

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Real-Time Insights or Real-Time Transactions? Why You Shouldn't Have to Choose

February 17, 2026 · Yogesh Joshi

There’s a specific moment in every successful fintech’s journey where the reporting breaks. You’ll see it in a leadership meeting: Finance is asking for daily settlements, Risk needs instant reconciliation, and Customer…

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Beyond the Scrape: Conquering the Authentication Maze in Enterprise Data Extraction

December 12, 2025 · Sachin Khot

Automated data extraction is crucial for businesses to gather insights from online sources, enabling everything from market research to competitive analysis. Yet even authorized extraction faces significant hurdles.

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Transforming Legal Document Search with AI-Powered Semantic Technology

August 4, 2025

A senior partner at a construction law firm watched her assistant's face turn pale as she took the call. She knew something was wrong.

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Building Reusable ETL Components with Matillion: From Chaos to Clarity

June 18, 2025 · Sachin Khot

Remember those satisfying clicks when LEGO bricks snap perfectly into place? What if I told you they hold the secret to revolutionizing your ETL pipeline development? Here's how we transformed our chaotic data…

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Breaking the Legacy Data Warehouse Barrier: J-DIM's Technical Revolution

May 22, 2025 · Sachin Khot

Legacy data infrastructures are crippling enterprise innovation. J-DIM's AI-powered migration suite transforms outdated data warehouses into modern lakehouses with 30 to 90% schema reduction, up to 5x faster processing,…

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Host your Deep Learning model on AWS Free Tier

July 22, 2019 · Darshak Shah

In this article, I will tell step by step how I hosted my deep-learning model using amazon’s AWS EC2 Free Tier instance for non-production loads and fastai library. You can use any library for DL/ ML model development.…

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Guide to Text Classification with fastai

June 21, 2019 · Darshak Shah

With thorough explanation of classes and methods from fastai.text. With the advent of Transfer Learning, language models are becoming increasingly popular in text classification and many other problems in Natural…

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Measuring Unintended Bias in text classification

June 11, 2019 · Darshak Shah

Text classification models can have unintended bias, which can have real world consequences. Learn about ways in which this can be reduced by creating a metric to measure it.

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Fuzzy String Matching in Python

May 13, 2019 · Darshak Shah

How amazing is it to input an address and get a list of best-matched suggestions, or detect misspelled words? A practical guide to fuzzy string matching in Python with the FuzzyWuzzy library — Levenshtein distance, the four ratio types, and matching against a list of choices.

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