Algorithms
(R, Python & Machine Learning)
(R, Python & Machine Learning)
Top 10 Machine Learning Algorithms
1. Linear Regression
2. Logistic Regression
3. Decision Tree
4. Random Forest
5. Clustering
6. SVM
7. Artificial Neural Network
8. XGBoost
9. Naïve Bayes Classifier
10. KNN
Top 10 Python Libraries
1. Pandas
2. Numpy
3. Scikit-Learn
4. Keras
5. PyTorch
6. LightGBM
7. Matplotlib
8. SciPy
9. Theano
10. TensorFlow
Top 10 Data Science Books
1. Introduction to Statistical Learning
2. Data science at the command line
3. Think stats
4. Python data science handbook
5. R for data science
6. Machine learning yearning
7. Ethics and data science
8. Deep learning
9. Rules for machine learning
10. Probabilistic Programming
Top 10 Data Science Resources Online
1. Coursera
3. EdX
4. Udacity
5. Kaggle
6. Analytics Vidhya
7. KDNuggets
8. Datacamp
9. Udemy
10. Dataquest