Looking for a decent start in data science and thinking the same question again and again Where to start? Then this page is especially for you. Learn the basic concepts to get into the data science world. We were continuously updating this page with our fresh content.
We organized all our posts by keeping the mind to make the beginners learning journey happy. If you were looking for a particular data science concept, do let us know in the comments section. So we will write a post on the concept you suggested.
We wish you happy learning.
- Introduction to data mining techniques
- Supervised and Unsupervised learning algorithms
- Difference between classification and Prediction techniques
- Classification and Clustering Algorithms
- List of python machine learning packages and installation commands
- Python machine learning libraries virtual environment setup
- Introduction to Regression Analysis
- Simple linear regression implementation in python without using any machine learning libraries
- Linear Regression implementation in Python
- Introduction to Knn Classifier
- Knn classifier implementation in python without any machine learning library
- Knn classifier implementation in R without any machine learning library
- Knn classifier implementation in python with Scikit-learn
- Knn classifier implementation in R with Caret package
- Introduction to Support vector machine classifier
- Svm classifier implementation in R with Caret package
- Svm classifier implementation in python with Scikit-learn
- Introduction to Decision Tree
- Decision Tree classifier implementation in python with Scikit learn
- Decision Tree classifier implementation in R with Caret package
- Introduction to Naive Bayes Classifier
- Introduction to Random Forest Algorithm [Will update Soon]
- Random Forest classifier implementation in python [Will update Soon]
- Random classifier implementation in R [Will update Soon]
Recommendation Engine Concepts
- Introduction to Recommendation Engine
- Most popular similarity measures implementation in Python
- Collaborative Filtering Recommendation engine implementation python
Continuously we will update this page. If you have any questions then feel free to comment below. If you want me to write on one specific topic then do let me know in the comments below.