Better Data Science
@betterdscience
Better Data Science publishes articles, reviews, and advice on data science, machine learning, programming, and artificial intelligence.
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Do you want to learn how #machinelearning works from scratch? Here's a plain English article on Decision Trees, implemented from scratch with #python and #numpy: betterdatascience.com/mml-decision-t…
Do you want to learn how #machinelearning works from scratch? Here's a plain English article on K Nearest Neighbors, implemented from scratch with #python and #numpy: betterdatascience.com/mml-k-nearest-…
Do you want to learn how #machinelearning works from scratch? Here's a plain English article on Logistic Regression, implemented from scratch with #python and #numpy: betterdatascience.com/mml-logistic-r…
Do you want to learn how #machinelearning works from scratch? Here's a plain English article on Multiple Linear Regression, implemented from scratch with #python and #numpy: #datascience betterdatascience.com/mml-multiple-l…
Do you want to learn how #machinelearning works from scratch? Here's a plain English article on Simple Linear Regression, implemented from scratch with #python and #numpy: #datascience betterdatascience.com/mml-simple-lin…
Learn how to quickly visualize data beyond the 2nd dimension with Radar Charts - implemented in #python with both #matplotlib and #plotly: betterdatascience.com/python-radar-c…
Speed up your #code with #concurrent execution - a complete guide with #python: #programming betterdatascience.com/python-threadi…
Black box models are a thing of the past. Here's how to interpret predictions of Convolutional Neural Networks with #shap: #python #pytorch #deeplearning #datascience #machinelearning betterdatascience.com/shap-explain-c…
Can the new #m1 Macbooks handle #deeplearning tasks? How do they compare to a free GPU environment on Google Colab? Read to find out. #betterdatascience #datascience #machinelearning #python betterdatascience.com/m1-deep-learni…
Learn how to tune hyperparameters of #machinelearning models with #python - from scratch to Grid Search: #datascience betterdatascience.com/python-hyperpa…
Creating automated PDF reports seems like a daunting task? It's not - at least with #python. Here's a complete guide to follow: #programming #datascience betterdatascience.com/python-pdf-rep…
Learn how to speed up your #python scripts by running tasks in parallel: #programming betterdatascience.com/python-multipr…
How can you find the most important features in your dataset? Start with these three techniques. #datascience #machinelearning #python betterdatascience.com/python-feature…
No dataset? No problem. Create your own in seconds with #python: #datascience #machinelearning betterdatascience.com/python-synthet…
How to choose the best #machinelearning model? Precision-Recall curves can help. Read our comprehensive guide to model evaluation with #python: #datascience #programming betterdatascience.com/precision-reca…
Meet #Python most powerful string formatting option - and master it in 5 minutes or less: #programming #datascience #MachineLearning betterdatascience.com/python-f-strin…
Accuracy can be misleading, especially with class-imbalanced datasets. That's why you should replace it with a more robust metric. Here are the top 3: #machinelearning #datascience betterdatascience.com/classification…
#LIME or #SHAP for interpreting #machinelearning models? Well, it depends. Here's how to find an optimal approach for any use case: betterdatascience.com/lime-vs-shap/
Do you want to learn how to build interactive maps? It's easier than you think. Here's our detailed guide with #python and #folium: betterdatascience.com/folium-leaflet/
How to choose the best #machinelearning model? ROC and AUC can help. Read our comprehensive guide to model evaluation with #python: betterdatascience.com/roc-auc/
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