β Finished projects:
Low-Resource-Image-Classification
Image classification based on "Low-Resource Text Classification: A Parameter-Free Classification Method with Compressors".sDolly
Fine-tune distilgpt2 for Question Answering.Hinton forward-forward-algorithm
Implementation of the forward-forward algorithm by HintonSkip-Connections comparison
Comparison between additional and multiplicative skip connectionsCERN Dimensionality-Reduction for GSOC
Project for the Google Summer Of Code (GSOC);Homework 2 cs285 2020
lab 2 solutions of the course "CS 285 at UC Berkeley";Homework 3 cs285 2020
lab 3 solutions of the course "CS 285 at UC Berkeley";Data Lab March 2020 competition
: Data Lab 2020 March competition. Solution using SVM and data selection algorithms;Data Lab September 2020 competition
: Data Lab 2020 September competition. Solution using MLP and FFT;Interior Point method and MLP implementation from scratch
Interior Point Method applied to linear programming problems and Feed forward neural network implementation;Unsupervised Domain Adaptation through rotation as regression for RGB-D Object Recognition
project involving the replication of a paper plus two new variants using Pytorch;Machine Learning and Deep Learning 2020 homeworks
: assignments concerning SVM, KNN, CNN, transfer learning using sklearn and Pytorch;Heart diseas analysis
comparing the main machine learning algoritmhs using the sklearn library;DCGAN
Generative models can be used to realize realistic samples for colourization, super-resolution, artwork but also for simulate times series data;VAE on MINST
VAE models used to learn very basic operation on the MNIST dataset.
π§ Repositories to complete:
Time series analysis
Regression using Transformers model implemented from scratch
π Future projects:
- MLP mixer and FNet implementation from scratch.