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Data Science Portfolio

End-to-End Projects

Skill-Based Projects

Machine Learning

Exploratory Data Analysis (EDA) and Data Visulization

Regression

Classification

Clustering

Time series Analysis

Reccomendation Systems

  • Recommending Movies: Movie recommendation systems with MovieLens dataset using multiple techniques like User/Item Based Collaborative Filtering, Matrix Factorization (SVD) and Content Based Recommendation.

Deep Learning

Classification

  • Gender Classification: Classifying face images as either belonging to Male(1) class or Female(0) class using Keras.

Natural Language Processing

  • Tweet Sentiment Analysis: Analysing the sentiment from the tweets data to classify if a tweet is abbusive or not using different neural networs: RNN, CNN and LSTM.

Spark

Data Modeling

Certificates

Course Work

  • Time Series in Depth: Notebook on how to work with Time Series data. Covering concepts from Simple Moving Average to Prophet and everything in between (Holt's, ARIMA, SARIMA and Prophet).

Kaggle Work