2020 Machine Learning Roadmap
A beginner mind map (and presentation) connecting many of the most foundational concepts in machine learning.
machine-learning data-science introduction beginner
Deep Learning Techniques for NLP in Healthcare
A talk discussing the recent advancements of deep learning to facilitate the adaption of NLP in the healthcare domain.
health natural-language-processing deep-learning tutorial
Multi-target in Albumentations
Many images, many masks, bounding boxes, and key points. How to transform them in sync?
data-augmentation image-augmentation computer-vision albumentations
Experimental Exploratory Data Analysis for a Classification Task
Expand the traditional EDA in a wider pipeline looking for the impact of each action into the behaviour of models. Exploratory Data & Models Analysis
exploratory-data-analysis classification machine-learning logistic-regression
Time series forecasting
A thorough introduction to time series forecasting using TensorFlow.
time-series forecasting tensorflow keras
A Few Favorite Recipes in Computer Vision & Deep Learning
This blog post enlists a few of my favorite recipes in deep learning in the context of computer vision (as of August 2020).
self-supervised-learning simclr contrastive-learning representation-learning
Training CNN with Mixed Precision in PyTorch 1.6
Simple Example on MNIST dataset illustrating Mixed Precision Training.
deep-learning pytorch code tutorial
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