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Ryota Tanaka's Projects

2019advanced-course-project icon 2019advanced-course-project

2019 Advanced course on digital (hardware) technology using re:rulo ( autonomous robotic vacuum cleaner) equiped with Jetson TX2, Rider, Intel RealSence and so on

2019unirita_mlops_research icon 2019unirita_mlops_research

Research and develop MLOPs-oriented frameworks, which accelerate data analysis processing and buidling AI system with pipeline management tool and extended functions

autorec icon autorec

Autorec (Autoencoders Meet Collaborative Filtering)

cdae icon cdae

Collaborative Denoising Auto-Encoder for Top-N Recommender Systems

cdae-1 icon cdae-1

Collaborative Denoising Auto-Encoder (CDAE)

deepfm icon deepfm

Implementation of DeepFM using tensorflow.

dl_rec icon dl_rec

From Word Embeddings to Item Recommendation

entity2rec icon entity2rec

entity2rec generates item recommendation from knowledge graphs

gru4rec icon gru4rec

GRU4Rec is the cleaned & simplified implementation of the algorithm of the "Session-based Recommendations with Recurrent Neural Networks" paper, published at ICLR 2016. The code is stripped of features that we had found to be unhelpful in increasing accuracy.

jaist_aws icon jaist_aws

Introduction to how to use AWS through JAIST CLOUD

keras_gpyopt icon keras_gpyopt

Using Bayesian Optimization to optimize hyper parameter in Keras-made neural network model.

nimfa icon nimfa

Nimfa - A Python module for nonnegative matrix factorization

pace icon pace

Experiment code for Bridging Collaborative Filtering and Semi-Supervised Learning: A Neural Approach for POI recommendation

pace2017 icon pace2017

A step-by-step Keras implementation of PACE (Preference And Context Embedding) described in our KDD 2017 paper.

pyprobml icon pyprobml

Python code for "Machine learning: a probabilistic perspective"

recommender icon recommender

A recommender system using collaborative filtering written in python.

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