Top 10 Machine Learning Algorithms
1. Linear Regression
2. Logistic Regression
3. Decision Tree
4. Random Forest
5. Clustering
6. SVM
7. XGBoost
8. Naïve Bayes Classifier
9. Nearest Neighbor
10. Neural Networks
- Top 10 Python Libraries
1. Pandas
2. Numpy
3. Scikit-Learn
4. Keras
5. PyTorch
6. LightGBM
7. Matplotlib
8. SciPy
9. Seaborn
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 Websites
1. Coursera: Stanford
2. EdX:
3. Harvard/MIT
4. Udacity
5. Kaggle
6. Analytics Vidhya
7. KDNuggets
8. Datacamp
9. Udemy
10. Dataquest
- Top 10 Data Science Roles
1. Data Scientist
2. Decision Maker
3. Analyst
4. ETL Engineer
5. ML Engineer
6. Data Engineer
7. Analytics Manager
8. Developer
9. Researcher
10. BI Analyst
Top 10 Companies hiring Data Scientist with their average salaries in descending order:
1. Pinterest - US$ 212,000
2. Snap Inc - US$ 152,000
3. Microsoft - US$ 136,000
4. Accenture - US$ 107,000
5. Oracle - US$ 132,000
6. Slack - US$ 147,591
7. Lyft - US$ 154,000
8. Intel - US$123,000
9. Uber - US$139,000
10. Crayon Data - US$52,193
ref source (Feb, 2021, https://www .analyticsinsight.net/top-10-companies-hiring -data-scientists-for-high-salaries/)
