Machine Learning Projects

1) Taxi Price Prediction - Linear Regression

• EDA, Descriptive Analysis
• Data Preprocessing, Cleaning, Transformation
• Weekly/daily/hourly patterns
• Correlations
• Regression Model with Equation
• Predictive Analysis

2) Fake News Detection - Machine Learning Classification

• Data Cleaning and Preprocessing
• Natural Language Processing
• Lemmatization
• Tfidf Vectorization
• Multinomial Naive Bayes Classifier
• Classification Metrics

3) Red Wine Quality Prediction - Linear Regression with various models

• Data Preprocessing
• EDA with Visualizations
• Multiple Linear Regression
• Ridge Regression
• Support Vector Regression
• Decision Tree Regression
• Random Forest Regression
• XGBoost

4) MOOC User Behaviour Prediction - Classification with Random Forest

• Data Preprocessing
• GridSearchCV
• ROC-AUC score
• Random Forest algorithm
• Train test split

5) House Prices Kaggle Competition - Linear Regression with Gradient boosting

• Gradient boosting algorithm
• Preprocessing
• Missing values handling
• Pipeline
• XGBoost

6) Netflix Recommendation System - Recommender System with sklearn

• Data Cleaning
• Features Engineering
• Cosine Similarity
• Prediction

7) Image Recognition, Counting Objects - Computer Vision

• OpenCV library
• Numpy
• Common objects detection
• Counting objects