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Pranav Deo's Projects

basic_of_regularexpression icon basic_of_regularexpression

Regular expressions (called REs, or regexes, or regex patterns) are essentially a tiny, highly specialized programming language embedded inside Python and made available through the re module. Using this little language, you specify the rules for the set of possible strings that you want to match; this set might contain English sentences, or e-mail addresses, or TeX commands, or anything you like.

contentbasedrecommendation_system icon contentbasedrecommendation_system

Content-based filtering uses item features to recommend other items similar to what the user likes, based on their previous actions or explicit feedback. I have applied basic content-based recommendation system using python.

correlationbased_recommendationsystem icon correlationbased_recommendationsystem

The repository prompts the user to select the recommendation approach, user-based (correlation). Based on the selected approach and similarity metric, this function predicts the rating for specified user and item and also suggests if the item could be recommended to the user.

lyft_ridercancellation_eda icon lyft_ridercancellation_eda

Investigated Lyft riders’ data set, by performing data wrangling, conducting exploratory data analysis, and building statistical machine-learned model, using python packages, to determine KPIs, that guide riders’ cancellation decision

modelbased_recommendationsystem icon modelbased_recommendationsystem

Model-based recommendation systems involve building a model based on the dataset of ratings. This approach potentially offers the benefits of both speed and scalability. [Source: http://www.cs.carleton.edu/cs_comps/0607/recommend/recommender/modelbased.html]

open-asteroid icon open-asteroid

Dataset about the most updated asteroids along with their updated features

sudokusolver_ml icon sudokusolver_ml

Designed neural network to gain context about the vacant positions in Sudoku.Also implemented Naked Twins approach to create a Sudoku Solver.

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