awan 7 python web development frameworks 1

7 Python Web Development Frameworks for Data Scientists

Image by Author | Canva   Python is widely known for its popularity among engineers and data scientists, but it’s also a favorite choice for web developers. In fact, many developers prefer Python over JavaScript for building web applications because of its simple syntax, readability, and the vast ecosystem of powerful frameworks and tools available. …

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Gain a Better Understanding of Computer Vision: Dynamic SOLO (SOLOv2) with TensorFlow

https://github.com/syrax90/dynamic-solov2-tensorflow2 – Source code of the project described in the article. ContentsDisclaimerand Why I Decided to Implement It from ScratchModelBackboneNeckHeadMask FeatureDatasetTraining ProcessLoss FunctionResuming from Checkpoint.Evaluation ProcessAdvice for Implementation from ScratchConclusionThanks for reading! Disclaimer ⚠️ First of all, note that this project is not production-ready code. and Why I Decided to Implement It from Scratch This …

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Build Your Own Simple Data Pipeline with Python and Docker 1 1

Build Your Own Simple Data Pipeline with Python and Docker

Image by Author | Ideogram   Data is the asset that drives our work as data professionals. Without proper data, we cannot perform our tasks, and our business will fail to gain a competitive advantage. Thus, securing suitable data is crucial for any data professional, and data pipelines are the systems designed for this purpose. …

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How to Overlay a Heatmap on a Real Map with Python

need a simple, engaging, and scalable method for presenting geospatial data, they often turn to a heatmap. This 2D visualization divides a map into equal-sized grid cells and uses color to represent the magnitude of aggregated data values within the cells. Overlaying heatmaps on geographical maps permits quick visualization of spatial phenomena. Patterns such as …

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10 GitHub Repositories for Python Projects

Image by Author | ChatGPT   After mastering the Python fundamentals, the best way to solidify your knowledge is by building projects. But with Python’s vast ecosystem, it can be overwhelming to know where to start. That’s where curated GitHub repositories come in, they provide direct links to real-life projects in data science, automation, machine …

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Before Reinforcement Learning Understand the Multi Armed Bandit

Simple Guide to Multi-Armed Bandits: A Key Concept Before Reinforcement Learning

make smart choices when it starts out knowing nothing and can only learn through trial and error? This is exactly what one of the simplest but most important models in reinforcement learning is all about: A multi-armed bandit is a simple model for learning by trial and error. Just like we do. We’ll explore why …

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Generative AI: A Self-Study Roadmap

Image by Author | ChatGPT   ContentsIntroductionPart 1: Understanding Generative AI FundamentalsPart 2: The GenAI Engineering Skill StackPart 3: Tools and Implementation FrameworkPart 4: Hands-On Project PortfolioPart 5: Advanced ConsiderationsPart 6: Responsible GenAI DevelopmentPart 7: Staying Current in the Fast-Moving GenAI SpaceResources for Continued LearningConclusion Introduction  The explosion of generative AI has transformed how we …

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10 Surprising Things You Can Do with Python’s datetime Module

Image by Author | ChatGPT   ContentsIntroduction1. Finding the Day of the Week2. Calculating the Time Until a Future Event3. Working with Timezones4. Getting the Last Day of a Month5. Calculating Your Precise Age6. Iterating Through a Range of Dates7. Parsing Dates from Non-Standard String Formats8. Finding the Nth Weekday of a Month9. Getting the …

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Reducing Time to Value for Data Science Projects: Part 3

ContentsParts 1 and 2 of this series focussed on the technical aspect of improving the experimentation process. This started with rethinking how code is created, stored and used, and ended with utilising large scale parallelization to cut down the time taken to run experiments. This article takes a step back from the implementation details and …

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