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Xiaoguo's Projects

corona-virus-sg icon corona-virus-sg

Data-visualization and trend prediction for COVID-19 Singapore and Chinese provinces

deoldify icon deoldify

A Deep Learning based project for colorizing and restoring old images (and video!)

fastai_get_started icon fastai_get_started

Course note on FastAI course v-3.0 to get you started with this fascinating library

gcp-cloud-vision icon gcp-cloud-vision

Serving vision models on Google Cloud Platform. Guides on Cloud Vision API and AutoML Vision

gcp-production-ml-systems icon gcp-production-ml-systems

real-world production ML systems are large ecosystems of which a robust model code itself is just a small part.n this project, we will be learning good characteristics that make for good ML system beyond its ability to make good predictions.

gcp-time-series-and-nlp icon gcp-time-series-and-nlp

Implementations of advanced tensorflow models for time series prediction and Natural Language Processing in GCP

image-captioning-project icon image-captioning-project

This project builds on the Microsoft COCO data-set captioning task. The objective is to devise a neural network that takes in an image and produces a sequence of words describing that input image.

ml_showcase icon ml_showcase

Showcase of data science and deep learning projects

my-data-science-tool-kit icon my-data-science-tool-kit

This repo is a data-science project pipeline that contains many script that can be reused in a myriad of scenarios.

non-english-language-nlp icon non-english-language-nlp

In this repo, we will be looking at building language models for non-English languages for tasks such as sentiment analysis.

pytorch_tricks icon pytorch_tricks

The PyTorch techniques and trick that I have stumbled upon during my projects

real-time-facial-detections icon real-time-facial-detections

A number of mini project relating to capturing facial features from web-camera and process those information for various objectives

sequence_labeling_project icon sequence_labeling_project

A NLP project full of useful techniques such as multi-task-training, NER/POS tagging, conditional random fields, highway-networks, etc....

siamese-triplet icon siamese-triplet

Siamese and triplet networks with online pair/triplet mining in PyTorch

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