Jung Soh's repositories
yolo-car-detection-for-autonomous-driving
Application of pre-trained YOLO object detection model to car detection for autonomous driving
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
cnn-sign-language-recognition
TensorFlow Keras Functional API implementation of a convolutional 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
transformers-question-answering
Fine tuning pre-trained transformer models in TensorFlow and in PyTorch for question answering
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
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
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
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.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
wordvecs-word-analogy-by-document-similarity
Use of word embeddings and document similarity to solve word analogy problems