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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
AutoGOAL
A Python framework for Automated Machine Learning (AutoML), hyperparameter tunning and program synthesis in general.
automl python machine-learning 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
W4995 Applied Machine Learning
This class offers a hands-on approach to machine learning and data science.
machine-learning applied-machine-learning columbia w4995
What I Learned From Looking at 200 Machine Learning Tools
To better understand the landscape of available tools for machine learning production, I decided to look up every AI/ML tool I could find.
production machine-learning mlops survey
Interactive Machine Learning Experiments
🤖 Interactive Machine Learning experiments: 🏋️models training + 🎨models demo
machine-learning artificial-general-intelligence python javascript
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