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Artificial Intelligence
Making a Gradient Descent Animation in Python
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November 11, 2023
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Artificial Intelligence
The Necessity of a Gradient of Explainability in AI
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July 30, 2023
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Artificial Intelligence
Top 10 Machine Learning Algorithms Every Programmer Should Know #1. Linear Regression: The Oldie but Goodie #2. Logistic Regression: It’s Not All About Numbers #3. Decision Trees: Make Decisions Like a Machine #4. Naive Bayes: A Sincere Approach to Classifying #5. K-Nearest Neighbors (K-NN): Birds of the Same Feather #6. Support Vector Machines (SVM): Playing the Field #7. K-Means Clustering: Finding Your Tribe #8. Random Forest: More Trees, Please! #9. Neural Networks: Mimicking the Human Brain #10. Gradient Boosting & AdaBoost: Boosting Your Method to Success Wrapping Up Our Wild Ride Through the World of Machine Learning Level Up Coding
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June 6, 2023
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Artificial Intelligence
XGBoost: How Deep Learning Can Replace Gradient Boosting and Decision Trees — Part 1 XGBoost is extremely efficient, but… Constructing Decision Trees just isn’t a differentiable process Feature selection regularization Introducing a threshold Next steps
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June 1, 2023
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Artificial Intelligence
XGBoost: How Deep Learning Can Replace Gradient Boosting and Decision Trees — Part 1 XGBoost is very efficient, but… Constructing Decision Trees shouldn’t be a differentiable process Feature selection regularization Introducing a threshold Next steps
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May 31, 2023
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Artificial Intelligence
Exploring Gradient Boosting vs Linear Regression: Selecting the Best Prediction Tool and Developing a Streamlit App Creating your project’s environment Using VSCode for data evaluation Data Treatment Data Evaluation Machine Learning: Gradient Boosting vs Linear Regression Assessing Performance of Machine Learning Models Saving the Best Model Saving Predictions to DataBase and using Streamlit App Running your Streamlit App Final Words References:
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May 30, 2023
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Artificial Intelligence
Improve your Gradient Descent: The Epic Quest for the Optimal Stride Contents Introduction Method 1: Fixed Step Size Method 2: Exact Line Search Method 3: Backtracking Line Search Conclusion
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May 25, 2023
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Artificial Intelligence
Understanding Gradient Descent for Machine Learning What’s Loss Function? 1. Batch Gradient Descent 2. Stochastic Gradient Descent 3. Mini-Batch Gradient Descent Conclusion
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May 23, 2023
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Artificial Intelligence
Gradient Descent From Scratch- Batch Gradient Descent, Stochastic Gradient Descent, and Mini-Batch Gradient Descent. Loss and price Function Gradient descent Implementation from scratch with python Conclusion
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April 15, 2023
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