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8 Plots for Explaining Linear Regression to a Layman
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April 16, 2024
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A bird’s eye view of linear algebra: the fundamentals
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August 28, 2023
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An Accessible Derivation of Linear Regression
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August 23, 2023
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Theoretical Deep Dive into Linear Regression The Data Generation Process What Are We Actually Minimizing? Minimize The Loss Function Conclusion
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June 26, 2023
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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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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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The Matrix Algebra of Linear Regression
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May 3, 2023
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Linear Regression In Depth (Part 2) Multiple Linear Regression Definition Closed-Form Solution Multiple Linear Regression Example Linear Regression in Scikit-Learn Analyzing the Regression Errors Gradient Descent The SGDRegressor Class Key Takeaways
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April 27, 2023
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Artificial Intelligence
Linear Regression to GPT in Seven Steps Step 1: Prediction by Linear Regression Step 2: Prediction by Neural Networks Step 3: Prediction on a word Step 4: Prediction for Naive Translation Step 5: Prediction with Context Step 6: Prediction of Next Word Step 7: Prediction for Generative AI Summary
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April 26, 2023
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Artificial Intelligence
Mastering Linear Regression: The Definitive Guide For Aspiring Data Scientists What can we mean by “regression evaluation”? Understanding correlation The difference between correlation and regression The Linear Regression model Assumptions for the Linear Regression model Finding the road that most closely fits the info Graphical methods to validate your ML model An example in Python Conclusions
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April 20, 2023
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