1. What is NLP? Topic Modeling with NMF and SVD A changing field Resources Tools Python libraries Example applications Ethics issues

- A changing field
- Resources
- Tools
- Python libraries
- Example applications
- Ethics issues

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- Stop words, stemming, & lemmatization
- Term-document matrix
- Topic Frequency-Inverse Document Frequency (TF-IDF)
- Singular Value Decomposition (SVD)
- Non-negative Matrix Factorization (NMF)
- Truncated SVD, Randomized SVD

- Sparse matrix storage
- Counters
- the fastai library
- Naive Bayes
- Logistic regression
- Ngrams
- Logistic regression with Naive Bayes features, with trigrams

- Language model
- Transfer learning
- Sentiment classification

- Review Embeddings
- Bleu metric
- Teacher Forcing
- Bidirectional
- Attention

7 Types of Data Bias in Machine Learning. Data bias can occur in a range of areas, from human reporting and selection bias to algorithmic and interpretation bias.

Most popular Data Science and Machine Learning courses — August 2020. This list was last updated in August 2020 — and will be updated regularly so as to keep it relevant

In this article, I clarify the various roles of the data scientist, and how data science compares and overlaps with related fields such as machine learning, deep learning, AI, statistics, IoT, operations research, and applied mathematics.

Learning is a new fun in the field of Machine Learning and Data Science. In this article, we’ll be discussing 15 machine learning and data science projects.

This post will help you in finding different websites where you can easily get free Datasets to practice and develop projects in Data Science and Machine Learning.