Machine Learning & Artificial Intelliegence

Multiple Linear Regression Script

Model Evalution and Model Optimization

Model Optimization Techniques

Logistic Regression Evaluation Metrics for Classification

Decision Tree Theory Script HyperParameter GridSearchCV

Derawback of DT Ensemble Techniques Theory Script Model Validation Techniques

Data Preprocessing Exercise Give a task on Exploring Git and Github

Assignment

AdaBoost Handling Imbalance dataset Model Optimization Techniques

Gradient Boosting Regressor Theory Script

Grandient Boosting Classifier Extreme Gradient Boosting Theory Script

Light GBM Theory Script RF vs ADB vs GB vs XGBM vs LGBM Feature Importance

KNN

SVM

Heirarchical KMeans Clustering Cluster Validation Techniques DBSCAN Theory Script

Association Rules Theory and Script

Recommendation Engine Theory Script

PCA Theory Script

TSNE