machine-learning-articles
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khuyentran1401
List of interesting articles on different topics of machine learning and deep learning
## TL;DR Turn Jupyter Notebook into Markdown then use version control with the markdown ### Article Link https://towardsdatascience.com/version-control-with-jupyter-notebook-b9630bc5996e
## TL;DR How to effective test machine learning system ### Article Link https://eugeneyan.com/writing/testing-ml/
## TL;DR How to use Ray to run tasks concurrently ### Article Link https://towardsdatascience.com/modern-parallel-and-distributed-python-a-quick-tutorial-on-ray-99f8d70369b8
## TL;DR About Dockerfile ### Article Link https://towardsdatascience.com/learn-enough-docker-to-be-useful-b0b44222eef5
## TL;DR A comprehensive tutorial to build a Dockerfile with conda ### Article Link https://towardsdatascience.com/conda-pip-and-docker-ftw-d64fe638dc45
## TL;DR How to run processing in multiple cores ### Article Link https://www.machinelearningplus.com/python/parallel-processing-python/ ## Useful Code Snippets ```python # Parallelizing using Pool.apply() import multiprocessing as mp # Step 1: Init...
## TL;DR This article gives a basic but detailed understanding of Numpy programming with beautiful visualizations. ### Article Link http://jalammar.github.io/visual-numpy/ ### Author Jay Alammar ## Useful Code Snippets ```python import...
## TL;DR How to migrate from jupyter notebooks to scripts for reproducibility ### Article Link https://towardsdatascience.com/from-jupyter-notebook-to-sc-582978d3c0c ### Author https://towardsdatascience.com/from-jupyter-notebook-to-sc-582978d3c0c ## Key Takeaways * Configure parameters with config * Collect the...
## TL;DR This article gives a basic but detailed understanding of optimization strategy in neural networks with beautiful visualizations. ### Article Link https://blog.paperspace.com/intro-to-optimization-in-deep-learning-gradient-descent/ ### Author Ayoosh Kathuria ## Key Takeaways...
## TL;DR Comprehensive explanation for Bert, ELMo, transfer learning in NLP, and how openAI fine-tune pre-trained model using Transformer. ### Article Link http://jalammar.github.io/illustrated-bert/
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List of interesting articles on different topics of machine learning and deep learning