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sandy4321's Projects

crypto icon crypto

Transparencias para un curso de introducción a la criptografía

cs-toolkit icon cs-toolkit

A Minimalist framework for exploring syntactic derivations, with built-in support for code switching data.

cs188.1x-project3 icon cs188.1x-project3

This was the third project for Berkeley's CS188.1x. Topics included MDP with Value Iteration and Policy iteration. These topics were practiced with Pacman, a robot learning to move across the screen, and a game called GridWorld

cs224n-2020-winter icon cs224n-2020-winter

All lecture notes, slides and assignments from CS224n: Natural Language Processing with Deep Learning class by Stanford

cs229-2019-summer icon cs229-2019-summer

All notes and materials for the CS229: Machine Learning course by Stanford University

cs522_document_clustering_using_topic_modeling_techniques icon cs522_document_clustering_using_topic_modeling_techniques

Document clustering or text clustering is an application of cluster analysis to textual documents. Using this clustering mechanism and its different implementations we will focus on modelling topics and clustering the documents based on these topics. The main aim of this project is to provide an overview of some widely-used document clustering techniques. We will compare three different techniques viz. Latent Dirichlet Allocation (LDA), Latent Semantic Analysis (LSA) and Word2Vec and, analyze our results to learn which technique is better. For better analysis, we will be working over 2 datasets: Enron Email Dataset and Yelp Dataset, to carry out experiment on multiple different topics.

cs784-project icon cs784-project

A Python machine learning pipeline designed to classify pairs of product tuples as matches or mismatches. Written as a class project.

cse250b_lda icon cse250b_lda

Topic Modeling using Latent Dirichlet Allocation trained by Gibbs Sampling

csinva.github.io icon csinva.github.io

Slides, paper notes, class notes, blog posts, and research on machine learning, statistics, and artificial intelligence.

css605-fall2011 icon css605-fall2011

Course Materials for CSS 605 -- Object-Oriented Programming for Social Sciences

csv-cleaning-data-in-python icon csv-cleaning-data-in-python

This program manipulate csv file to read and edit in python. The function is to add coordinate on given province. I use Geopy library to get the coordinate.

csv2vowpal icon csv2vowpal

My take on the fastest possible translator for CSV to VW (vowpal wabbit) files using R. This is a work in progress

ctfdist icon ctfdist

tools to detect and correct biased classifiers with counterfactual distributions

ctgan icon ctgan

Conditional GAN for generating synthetic tabular data.

ctm-c icon ctm-c

This implements variational inference for the correlated topic model.

ctr icon ctr

Collaborative modeling for recommendation. Implements variational inference for a collaborative topic models. These models recommend items to users based on item content and other users' ratings.

ctr-prediction icon ctr-prediction

some ad CTR prediction tasks based on vowpal wabbit and xgboost

ctr-prediction-1 icon ctr-prediction-1

Click-through rate (CTR) is a very important metric for evaluating ad performance in online advertising. As a result, click prediction systems are essential and widely used for sponsored search and real-time bidding. In our dataset, we have provided 11 days’ worth of Avazu data to build and test prediction models.

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