--- title: "#kaggle articles | Hashnode" description: "Explore 75 articles tagged #kaggle on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/kaggle" --- Tag # #kaggle 75 posts · 23 followers [akshat jain](https://hashnode.com/@akshat-j0in) · [Jun 25](https://hashnode.com/posts/from-1-4m-nyc-taxi-trips-to-production-ml-feature-engineering-improved-predictions-by-34-6/6a3cff0b1f1a3ea93dcea54f) ### [From 1.4M NYC Taxi Trips to Production ML: Feature Engineering Improved Predictions by 34.6%](https://akshat-ml.hashnode.dev/from-1-4m-nyc-taxi-trips-to-production-ml-feature-engineering-improved-predictions-by-34-6?utm_source=hashnode&utm_medium=feed) How thoughtful feature engineering and SHAP analysis turned 1.4 million NYC taxi trip into a production ML model with 34.6% improvement over baseline. 6 min read · [akshat-ml.hashnode.dev](https://akshat-ml.hashnode.dev/from-1-4m-nyc-taxi-trips-to-production-ml-feature-engineering-improved-predictions-by-34-6?utm_source=hashnode&utm_medium=feed) [Zeba Mushtaq](https://hashnode.com/@zebaintech) · [Jun 14](https://hashnode.com/posts/i-almost-picked-the-wrong-dataset-here-s-what-changed-my-mind/6a2f0dab22823590fe47453d) ### [I Almost Picked the Wrong Dataset — Here's What Changed My Mind](https://zebabuilds.hashnode.dev/i-almost-picked-the-wrong-dataset-here-s-what-changed-my-mind?utm_source=hashnode&utm_medium=feed) A quick lesson in reading dataset descriptions properly before you commit to a project name 2 min read · [zebabuilds.hashnode.dev](https://zebabuilds.hashnode.dev/i-almost-picked-the-wrong-dataset-here-s-what-changed-my-mind?utm_source=hashnode&utm_medium=feed) [Sridevi Lavanya M](https://hashnode.com/@sridevi-lav) · [May 31](https://hashnode.com/posts/how-i-built-a-realistic-student-stress-prediction-dataset-instead-of-another-perfect-synthetic-dataset/6a1bb4a5f2f22cdbe9b5abfb) ### [How I Built a Realistic Student Stress Prediction Dataset Instead of Another Perfect Synthetic Dataset](https://sristudy-log.hashnode.dev/how-i-built-a-realistic-student-stress-prediction-dataset-instead-of-another-perfect-synthetic-dataset?utm_source=hashnode&utm_medium=feed) Synthetic datasets are everywhere. 7 min read · [sristudy-log.hashnode.dev](https://sristudy-log.hashnode.dev/how-i-built-a-realistic-student-stress-prediction-dataset-instead-of-another-perfect-synthetic-dataset?utm_source=hashnode&utm_medium=feed) [Rahul Boney](https://hashnode.com/@RAHULBONEY7) · [May 14](https://hashnode.com/posts/the-hidden-cost-of-free-gpus-upgrading-a-duct-taped-ai-architecture/6a058f3dd98e4de5984465d9) ### [The Hidden Cost of "Free" GPUs: Upgrading a Duct-Taped AI Architecture](https://rahulboney.hashnode.dev/the-hidden-cost-of-free-gpus-upgrading-a-duct-taped-ai-architecture?utm_source=hashnode&utm_medium=feed) Why I finally abandoned my Kaggle + Ngrok workaround and migrated my computer vision backend to a dedicated E2E Networks cloud instance. 4 min read · [rahulboney.hashnode.dev](https://rahulboney.hashnode.dev/the-hidden-cost-of-free-gpus-upgrading-a-duct-taped-ai-architecture?utm_source=hashnode&utm_medium=feed) [Aryan Mishra](https://hashnode.com/@aryanmishra-dev) · [Apr 14](https://hashnode.com/posts/how-i-became-a-kaggle-datasets-master-in-90-days-and-the-system-that-got-me-there/69dde023ebc54c47440a18be) ### [How I Became a Kaggle Datasets Master in 90 Days (and the System That Got Me There)](https://aryanmdev.hashnode.dev/how-i-became-a-kaggle-datasets-master-in-90-days-and-the-system-that-got-me-there?utm_source=hashnode&utm_medium=feed) How I reached Kaggle Datasets Master in 90 days with a simple daily system, consistency, and practical dataset-building strategies. 4 min read · [aryanmdev.hashnode.dev](https://aryanmdev.hashnode.dev/how-i-became-a-kaggle-datasets-master-in-90-days-and-the-system-that-got-me-there?utm_source=hashnode&utm_medium=feed) [Muhammad Sajid Bashir](https://hashnode.com/@sajidbashir24h) · [Mar 28](https://hashnode.com/posts/data-gravity-in-laravel-scaling-an-lms-with-postgresql-advanced-patterns/69c761a97cf2706510ae0204) ### [Data Gravity in Laravel: Scaling an LMS with PostgreSQL Advanced Patterns](https://adb-sajidbashir24h.hashnode.dev/data-gravity-in-laravel-scaling-an-lms-with-postgresql-advanced-patterns?utm_source=hashnode&utm_medium=feed) How we eliminated N+1 queries and 4-second dashboard latencies by pushing logic into the database engine. 3 min read · [adb-sajidbashir24h.hashnode.dev](https://adb-sajidbashir24h.hashnode.dev/data-gravity-in-laravel-scaling-an-lms-with-postgresql-advanced-patterns?utm_source=hashnode&utm_medium=feed) [Achal Jain](https://hashnode.com/@achal-jain) · [Mar 14](https://hashnode.com/posts/free-cloud-platforms-for-ml-colab-kaggle-hugging-face-what-nobody-tells-you/69b523c277b2d2965439af0d) ### [Free Cloud Platforms for ML — Colab, Kaggle & Hugging Face (What Nobody Tells You)](https://achal-jain.hashnode.dev/free-cloud-platforms-for-ml-colab-kaggle-hugging-face-what-nobody-tells-you?utm_source=hashnode&utm_medium=feed) Part 2 of the series: Running ML Projects on the Cloud 5 min read · [achal-jain.hashnode.dev](https://achal-jain.hashnode.dev/free-cloud-platforms-for-ml-colab-kaggle-hugging-face-what-nobody-tells-you?utm_source=hashnode&utm_medium=feed) [Rana Adeel Tahir](https://hashnode.com/@ranaadeeltahir) · [Feb 3](https://hashnode.com/posts/how-to-run-mamba-ssm-on-kaggle/6981836b2453928c44c68f6e) ### [How to run Mamba SSM on Kaggle?](https://thelatentlament.hashnode.dev/how-to-run-mamba-ssm-on-kaggle?utm_source=hashnode&utm_medium=feed) Learn to run Mamba SSM on Kaggle, fix CUDA compatibility, and successfully load Mamba while leveraging Kaggle's free GPU resources 5 min read · [thelatentlament.hashnode.dev](https://thelatentlament.hashnode.dev/how-to-run-mamba-ssm-on-kaggle?utm_source=hashnode&utm_medium=feed) [Maliha Sanjana](https://hashnode.com/@malihasanjana) · [Jan 17](https://hashnode.com/posts/using-kaggle-datasets-directly-in-google-colab-without-manual-downloads/696b297818a2260477d7a938) ### [Using Kaggle Datasets Directly in Google Colab (Without Manual Downloads)](https://blog.neurootix.com/using-kaggle-datasets-directly-in-google-colab-without-manual-downloads?utm_source=hashnode&utm_medium=feed) Access Kaggle datasets in Google Colab easily with just three lines of code, no API or manual downloads needed 3 min read · [blog.neurootix.com](https://blog.neurootix.com/using-kaggle-datasets-directly-in-google-colab-without-manual-downloads?utm_source=hashnode&utm_medium=feed) [Geetika Vasistha](https://hashnode.com/@Augustine13) · [Jan 5](https://hashnode.com/posts/open-source-contribution-on-kaggle-from-consumer-to-contributor/695bf1b4b89faa0f5d2f465e) ### [Open Source Contribution on Kaggle: From Consumer to Contributor](https://augustines-blog.hashnode.dev/open-source-contribution-on-kaggle-from-consumer-to-contributor?utm_source=hashnode&utm_medium=feed) I joined Kaggle the same way most people do. I opened a few competitions, downloaded a dataset, ran a notebook, stared at the leaderboard… and quietly closed the tab, thinking,“Everyone here seems way ahead of me.” For a long time, I treated Kaggle a... 3 min read · [augustines-blog.hashnode.dev](https://augustines-blog.hashnode.dev/open-source-contribution-on-kaggle-from-consumer-to-contributor?utm_source=hashnode&utm_medium=feed)