Py Data

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Building a Technical Analysis Dashboard for NEPSE Stocks with Real-Time Data

Building a Technical Analysis Dashboard for NEPSE Stocks with Real-Time Data

As a developer or data scientist in Nepal, creating a reliable and efficient technical analysis dashboard for the NEPSE stock market can be a dau…

Building a Unified Data Catalog with OpenMetadata and Apache Atlas

Building a Unified Data Catalog with OpenMetadata and Apache Atlas

As a data engineer working with multiple data sources, I've often struggled with data discovery, governance, and management due to the comple…

Rate Limiting for Scalable Python Applications: Mitigating API Abuse with Redis and asyncio

Rate Limiting for Scalable Python Applications: Mitigating API Abuse with Redis and asyncio

As a developer, you've likely encountered the issue of API abuse, where a single client makes an excessive number of requests, overwhelming y…

Building Resilient Pipelines: Type-Safe API Processing with Python's Protocol and TypedDict

Building Resilient Pipelines: Type-Safe API Processing with Python's Protocol and TypedDict

Have you ever found yourself staring at a cryptic `KeyError` or `TypeError` in your data processing pipeline, wondering why the API data that wor…

Unlocking Financial Insights from F1 Racing: A Step-by-Step Guide to Scraping and Analyzing Data from the Open F1 Racing API

Unlocking Financial Insights from F1 Racing: A Step-by-Step Guide to Scraping and Analyzing Data from the Open F1 Racing API

As I delved into the world of F1 racing, I was struck by the complexity of its financial structures and the high-stakes sponsorship deals that dr…

Beyond the Cloud: Architecting a Local-First RAG System with ChromaDB and llama.cpp

Beyond the Cloud: Architecting a Local-First RAG System with ChromaDB and llama.cpp

By leveraging ChromaDB for efficient local knowledge retrieval and `llama.cpp` for on-device large language model inference, developers can build…

Beyond Grid Search: Optimizing LLM Pipeline Components with Optuna for Production Efficiency

Beyond Grid Search: Optimizing LLM Pipeline Components with Optuna for Production Efficiency

Building robust LLM-powered content analysis pipelines often involves multiple machine learning components, each requiring hyperparameter tuning …

Cutting Docker Image Size by 80%: A Step-by-Step Guide to Optimizing Production Images

Cutting Docker Image Size by 80%: A Step-by-Step Guide to Optimizing Production Images

As a developer or data scientist, you've likely encountered the pain of dealing with large Docker image sizes, which can lead to slower deplo…

Unlocking Context-Aware AI: A Step-by-Step Guide to Graph-Native Infrastructure

Unlocking Context-Aware AI: A Step-by-Step Guide to Graph-Native Infrastructure

Many AI systems struggle to understand the nuances of complex relationships and context, leading to suboptimal decision-making. As a developer or…

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