jungsoh,Jung Soh,github

attention-neural-machine-translation

Neural machine translation network with an attention mechanism and its application to date translation

bioinformatics-lab-course

Material used for a bioinformatics computer lab course, covering DNA/RNA sequence assembly and analysis, phylogenetic analysis, gene functional annotation, and metagenomic analysis

cnn-face-mood-classification

TensorFlow Keras Sequential API implementation of a convolutional neural network to classify a face image as happy (smiling) or not

cnn-sign-language-recognition

TensorFlow Keras Functional API implementation of a convolutional neural network to recognize sign language digits

dnn-cat-vs-noncat-classification

NumPy implementation of deep neural networks to classify an image as containing a cat or not

dnn-sign-language-recognition

TensorFlow implementation of a deep neural network to recognize sign language digits

facenet-face-verification-and-face-recognition

Application of pre-trained FaceNet to face verification and face recognition problems face-recognition facenet keras-models triplet-loss face-verification inception-network face-encoding

gru-trigger-word-detection

Recurrent neural network with GRUs for trigger word detection from an audio clip

high-throughput-sequence-data-handling-course

Material used for a course on handling high-throughput genomic data handling, covering DNA sequence assembly, RNA-seq data analysis, metagenomics, and read alignment

intro-scripting-course

Material used for an introductory scripting course for people with biology background, covering Linux, Python, regular expressions, Perl, API access to databases, and R.

jungsoh

Config files for my GitHub profile.

jungsoh.github.io

Data Scientist | Machine Learning, Deep Learning, AI, Computer Vision, Bioinformatics

lstm-music-generation

Long short-term memory (LSTM) trained on a corpus of music to generate novel music

nst-merging-content-and-style

Neural style transfer to merge content and style images using pre-trained VGG19 model

resnet-sign-language-recognition

Keras Functional API implementation of the 50-layer residual neural network (ResNet-50) and its application to sign language digit recognition

rnn-character-level-language-model

Recurrent neural network for building a character-level language model and its application to generating new dinosaur names

tl-mobilenetv2-alpaca-vs-nonalpaca-classification

Transfer learning with MobileNetV2 trained on ImageNet to classify alpaca vs non-alpaca from an image

transcriptomics-course

Material used for a course on transcriptomics, covering transcriptome assembly, transcriptome functional annotation, differential expression analysis, and functional annotation data mining

transformers-named-entity-recognition

Use of pre-trained transformer models from the Hugging Face library for named entity recognition from resumes

transformers-question-answering

Fine tuning pre-trained transformer models in TensorFlow and in PyTorch for question answering

unet-semantic-image-segmentation

Application of U-Net to semantic image segmentation of road images by pixel-wise classification

wordvecs-sentiment-classification

Use of word embeddings to classify sentiments of sentences and automatically attach emojis

wordvecs-word-analogy-by-document-similarity

Use of word embeddings and document similarity to solve word analogy problems

yolo-car-detection-for-autonomous-driving

Application of pre-trained YOLO object detection model to car detection for autonomous driving

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