Kan være tilgjengelig
(Oppdatert %updatedDate %)Deep learning developer and researcher
Espoo, Finland
Innfødt Finnish, English, Nybegynner Svenska
- Deep Learning, CV ja NLP asiantuntija
- Matematiikan tohtori
- 8 vuotta kokemusta Pythonista ja koneoppimisesta
Ferdigheter (11)
self supervised learning
SUPERVISED LEARNING
Deep Learning
Machine Learning
Unsupervised learning
NEURAL NETWORKS
NLP
Distributed training
GCP
Azure
AWS
Oppsummering
Finnish math PhD machine learning expert and Python developer. Specialized in deep
learning in computer vision and NLP, RNNs and generative models. I use mostly PyTorch
and Tensorflow, in addition to the usual scientific computing stack.
See my Github for some of my open sourced code, LinkedIn and list of publications.
TOOLBOX
● Python and especially Pytorch, Tensorflow (both since release) + Python scientific computing
stack
● Expert in Convolutional Neural Networks (mostly for Computer Vision), Recurrent Neural
Networks (NLP, time series), unsupervised/self-supervised learning and generative models
(GANs)
● Distributed training/ high performance computing on GPUs and TPUs on GCP, Azure, AWS cloud
VMs/ Docker
● Highly proficient in several areas of mathematical programming
● Agile (Linux, git, GitHub, Slack, project management tools)
Arbeidserfaring
2018-12 - Nåværende
● Lead researcher and developer on Deep Learning based product retrieval/ reverse image search
system (see e.g. https://arxiv.org/abs/2005.04917 for latest work), in production with hCaptcha
● Large scale distributed training on Azure, GCP and related cloud tech
2019-01 - 2019-01
2017-11 - 2018-10
● Synthetic CT generation with CycleGAN and variants
2017-05 - 2017-11
Machine Learning Researcher and Developer
♦ email: heikki.a.arponen@gmail.com ♦ tel:+358451291521
agents
● Bidirectional LSTMs, word embeddings, Latent Dirichlet Allocation etc.
2016-03 - 2017-06
Network
● General Recurrent Neural Network research and development
MOST RELEVANT PUBLICATIONS
empirical KL divergence", (to be published), arXiv preprint arxiv:2005.04917 Embeddings for Weakly-supervised Deep Hashing", ICLR 2019 Workshop LLD, arXiv preprint
2017-01 - 2017-01
● GitHub (github/harpone)
Akademisk bakgrunn
2020-08 - 2009-01
2020-08 - 2002-01