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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
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
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
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
Selfie2Anime with TFLite
An end-to-end tutorial with TensorFlow Lite for Selfie2Anime (U-GAT-IT).
computer-vision generative-adversarial-networks deep-learning tensorflow
GitHub Actions & Machine Learning Workflows with Hamel Husain
In this talk, Hamel will provide a brief tutorial on GitHub Actions, and will show you how you can use this new tool to automate your ML workflows.
github-actions machine-learning workflows video
Interactive Machine Learning Experiments
🤖 Interactive Machine Learning experiments: 🏋️models training + 🎨models demo
machine-learning artificial-general-intelligence python javascript
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