Data Analytics with Python

Data Analytics with Python

The Semicolon via YouTube Direct link

Bias Variance Trade off

12 of 18

12 of 18

Bias Variance Trade off

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Classroom Contents

Data Analytics with Python

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  1. 1 Data Analytics with Python (Course Introduction)
  2. 2 Learn Python in 10 minutes
  3. 3 Numpy and Matplotlib Tutorial
  4. 4 Pandas Tutorial - Python
  5. 5 Data Preprocessing Steps for Machine Learning & Data analytics
  6. 6 Machine Learning for Data Analytics Intro
  7. 7 SkLearn Linear Regression (Housing Prices Example)
  8. 8 Sklearn Random Forest Classifier (Digit Recognition Example)
  9. 9 SKlearn PCA, SVD Dimensionality Reduction
  10. 10 Machine Learning with Text - Count Vectorizer Sklearn (Spam Filtering example Part 1 )
  11. 11 Machine Learning with Text - TFIDF Vectorizer MultinomialNB Sklearn (Spam Filtering example Part 2)
  12. 12 Bias Variance Trade off
  13. 13 Activation Functions in Neural Networks (Sigmoid, ReLU, tanh, softmax)
  14. 14 Perceptron and Gradient Descent Algorithm - Scikit learn
  15. 15 Neural Networks and Backpropogation Scikit learn
  16. 16 Ensemble Learning, Bootstrap Aggregating (Bagging) and Boosting
  17. 17 Scikit Learn Ensemble Learning, Bootstrap Aggregating (Bagging) and Boosting
  18. 18 Twitter live sentiment Analysis Tutorial in Python - Tweepy and TextBlob

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