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Building Machine Learning Products: A Problem Well-Defined
In this post, we'll dig deeper into how to develop the requirements for a machine learning project when you're given a vague problem to solve.
product-management products systems-design machine-learning
DeepMind x UCL | Intro to Machine Learning & AI
In this lecture series, research scientists from leading AI research lab, DeepMind, deliver 12 lectures on an exciting selection of topics in Deep ...
machine-learning course video deepmind
AutoGOAL
A Python framework for Automated Machine Learning (AutoML), hyperparameter tunning and program synthesis in general.
automl python machine-learning code
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
ML Drawings
Rich repository of ML drawings exported to XML and PNG created using draw.io
visualizations machine-learning drawings code
MedicalZoo PyTorch
A pytorch-based deep learning framework for multi-modal 2D/3D medical image segmentation
medical-image-segmentation volumetric-segmentation medical-image-proccessing deep-learning
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
Getting Machine Learning to Production
Machine learning is hard and there are a lot, a lot of moving pieces.
production machine-learning tutorial article
Selfie2Anime with TFLite
An end-to-end tutorial with TensorFlow Lite for Selfie2Anime (U-GAT-IT).
computer-vision generative-adversarial-networks deep-learning tensorflow
Chai Time Data Science
Interviews with popular data science individuals.
podcast machine-learning data-science kaggle
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