Some infos about me:
- From Veneto (Italy)
- Always been passioned about technology and programming
- Studied ICT in my secondary school
- Bachelor degree in Computer Science
- Currently studying DataScience
(I quite like math and its applications) - My main passion is helping people
- I've been teaching assistant for 2 years and I loved it
- Deep Reinforcement Learning and Deep Learning are my top interests
Projects:
I have many of them, I'm always coding something,
even though my last projects are ML-related, therefore tough to show...
however, here are my favourite:
-
RL Snake:
implementation of snake with rooms and walls and solution using Deep RL with DQN, A2C and PPO -
Force/Self-organizing graph:
implementation of the force/self-organizing graph using non convex gradient optimization -
Auto-encoder vs Deep Belief Network:
AE and DBN compared on their ability to denoise images -
Block Coordinates Gradient Descent Algorithms:
comparison of BCGD methods on synthetic datasets and real datasets -
Stochastic Gradient Descent alternatives:
comparison of 3 variants of SGD (SARAH, SpiderBoost, SNVRG) on real word datasets -
Binarized Neural Networks:
(not) highly scalable and efficient neural networks with the constraint that weights are binary - Attention sampling classification: classification of mega-pixel images using attention sampling, trained using Reinforcement learning
- Discrete GANs: GANs with a discrete generator, trained using Reinforcement Learning and Straight through estimator
- Pix2Pix: Pix2Pix implementation with multiple well-known network architectures
Most of my projects are available on my Github account
Contacts
- Email: sinigagliaalberto[ąţ]gmail.com
- Github: AlbertoSinigaglia
- Linkedin: alberto-sinigaglia
- StackOverflow: alberto-sinigaglia
Bonus page
You took your time to get to here, so here's a little reward (some of my favourite animations that I've developed... not too mobile-friendly):