machine-learning-articles
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List of interesting articles on different topics of machine learning and deep learning
## TL;DR ### Article Link https://towardsdatascience.com/how-to-train-a-deep-learning-sentiment-analysis-model-4716c946c2ea ### Author Edwin Tan ## Key Takeaways ## Useful Code Snippets ```python import pandas as pd import numpy as np from transformers import Trainer,...
## TL;DR ### Article Link https://towardsdatascience.com/fine-tune-a-transformer-model-for-grammar-correction-b5c8ca49cc26 ### Author Eric Fillion ## Key Takeaways ## Useful Code Snippets ```python import csv def generate_csv(csv_path, dataset): with open(csv_path, 'w', newline='') as csvfile: writter...
## TL;DR ### Article Link https://medium.com/@bharath.7484/top-10-nlp-tools-services-in-2021-685af8124ef5 ### Author Bharath ## Key Takeaways ## Useful Code Snippets ## Useful Tools The Top 10 NLP Tools - MonkeyLearn | NLP made simple...
## TL;DR ### Article Link https://medium.com/@dasroma94/topic-modeling-with-lda-7360e6628da1 ### Author Romaly Das ## Key Takeaways Topic Modeling can be described as a method for finding a group of words from a collection...
## TL;DR ### Article Link https://towardsdatascience.com/data-transformation-and-feature-engineering-e3c7dfbb4899 ### Author Destin Gong ## Key Takeaways Why need data transformation? - the algorithm is more likely to be biased when the data distribution...
## TL;DR ### Article Link https://towardsdatascience.com/word2vec-explained-49c52b4ccb71 ### Author Vatsal ## Key Takeaways Implementation - Data - Requirements - Import Data - Preprocess Data - Embed - PCA on Embeddings ##...
## TL;DR How to log models, load, and make predictions with saved models ### Article Link https://databricks.com/blog/2018/09/21/how-to-use-mlflow-to-reproduce-results-and-retrain-saved-keras-ml-models.html ### Author Databricks ## Key Takeaways ## Useful Code Snippets ## Useful Tools...
## TL;DR 4 ways to extract sentiment ### Article Link https://neptune.ai/blog/sentiment-analysis-python-textblob-vs-vader-vs-flair
## TL;DR 4 different ways to elevate Jupyter Notebook ### Article Link https://towardsdatascience.com/another-way-to-elevate-your-jupyter-notebook-experience-1965991d4269
## TL;DR Why using pathlib instead of os ### Article Link https://treyhunner.com/2018/12/why-you-should-be-using-pathlib/