John Cai's repositories
Meta-Fine-Tuning
[CVPR 2020 VL3] The repository for meta fine-tuning in cross-domain few-shot learning.
Pricing-Barrier-Options
Pricing Barrier Options using Partial Differential Equations in C++
cdfsl-benchmark
Cross-Domain Few-Shot Learning Benchmarking System
CloserLookFewShot
source code to ICLR'19, 'A Closer Look at Few-shot Classification'
Deepfake_detection_using_deep_learning
This projects aims in detection of video deepfakes using deep learning techniques like RestNext and LSTM. We have achived deepfake detection by using transfer learning where the pretrained RestNext CNN is used to obtain a feature vector, further the LSTM layer is trained using the features. For more details follow the documentaion.
dfdc_deepfake_challenge
A prize winning solution for DFDC challenge
dowhy
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
johncai117.github.io
Second iteration of my personal website
Stonks-Bot
Telegram Bot to retrieve and display relevant information on equities
Few-Shot-Learning
Experimenting with deploying a cross-domain few-shot learning model in Flask
gatsby-gitbook-starter
Generate GitBook style modern docs/tutorial websites using Gatsby + MDX
gatsby-tutorial
learning gatsby
gatsby-tutorial-done
Learning Gatsby and replicating the steps
Generative-Adversarial-Network
Having fun with some GANs (:
GloVe
GloVe model for distributed word representation
HousePrices
Refreshing my Regression Techniques with Kaggle House Prices dataset
lightweight-human-pose-estimation.pytorch
Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
machine-learning-engineering-for-production-public
Public repo for DeepLearning.AI MLEP Specialization
mmf
A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
pytorch-meta
A collection of extensions and data-loaders for few-shot learning & meta-learning in PyTorch
question_generation
Neural Question Generation using the SQuAD and NewsQA datasets
question_generation-1
Neural question generation using transformers
Reddit-SG-Scraping
Scraping the latest trends from r/Singapore
ResNeSt
ResNeSt: Split-Attention Network
statistical-analysis
Code for Final Statistical Analysis Project
surpriver
Find big moving stocks before they move using machine learning and anomaly detection
tapas
End-to-end neural table-text understanding models.
Twitter-Flask
Deploying Sentiment Analysis model for Hate Speech on Retrieved Tweets in Flask
yfinance
Yahoo! Finance market data downloader (+faster Pandas Datareader)