This repository contains my machine learning projects mostly using deep learning. These project cover various domains of AI; ranging from computer vision, to natural language processing, and to time series analysis. The jupyter notebooks here serve as excellent tutorials. I have embarked on a career as an online educator. So these notebooks might end up as lesson materials.
Most models are trained using gpu enabled virtual machines on Google Cloud with the latest versions of Anaconda and cuda driversinstalled. So do not try to run them without gpu-enabled workstations or linux kernels. I am currently using deep learning virtual machines which can be launched using a single command on Google Cloud (More Information). Some models are also trained on Google Colaboratory.
- MNIST | Computer Vision
- Fashion MNIST | Computer Vision
- CIFAR10 | Computer Vision
- Spooky Author Identification | NLP
- Iceberg Classification Challenge | Computer Vision
- Airbus Ship Detection Challenge | Computer Vision
- Toxic Comment Classification Challenge | NLP
- 2018 Data Science Bowl | Computer Vision
- Santander Value Prediction Challenge | Regression
- TGS Salt Identification Challenge | Computer Vision
- Segmentation of neuronal structures in EM stacks | Computer Vision
- Yelp Dataset | NLP
- CareerCon 2019 | Time Series Analysis
- Amazon Reviews | NLP