) KDnuggets™ News 19:n45, Nov 27: Interpretable vs black box models; Advice for New and Junior Data Scientists
Tags: Advice, Attention, Data Scientist, Machine Learning, Modeling, Neural Networks, NLP, Programming, Python, Text Classification
This week: Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead; Advice for New and Junior Data Scientists; Python Tuples and Tuple Methods; Can Neural Networks Develop Attention? Google Thinks they Can; Three Methods of Data Pre-Processing for Text Classification
Features | Tutorials | Opinions | News | Webcasts | Tops | Jobs | Image of the week
Features
Tutorials, Overviews
Opinions
News
Webcasts and Webinars
Top Stories, Tweets
Jobs
Image of the week
Features
- Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead
- Advice for New and Junior Data Scientists
- Python Tuples and Tuple Methods
- Can Neural Networks Develop Attention? Google Thinks they Can
Automated Machine Learning Project Implementation Complexities
- Three Methods of Data Pre-Processing for Text Classification
Tutorials, Overviews
- Machine Learning 101: The What, Why, and How of Weighting
- Content-based Recommender Using Natural Language Processing (NLP)
- Probability Learning: Naive Bayes
- Text Encoding: A Review
Python, Selenium & Google for Geocoding Automation: Free and Paid
- Neural Networks 201: All About Autoencoders
- Pro Tips: How to deal with Class Imbalance and Missing Labels
- Deep Learning for Image Classification with Less Data
Opinions
- Would you buy insights from this guy? (How to assess and manage a Data Science vendor)
- Top 8 Data Science Use Cases in Marketing
- The Notebook Anti-Pattern
News
Webcasts and Webinars
Top Stories, Tweets
- Top Stories, Nov 18-24: How to Speed up Pandas by 4x with one line of code; Python, Selenium & Google for Geocoding Automation: Free and Paid
- Top KDnuggets tweets, Nov 13-19: A whole lot of Data Science Cheatsheets
Jobs
- See our recent jobs in AI, Analytics, Data Science, Machine Learning
- You can post a free short entry on KDnuggets jobs page for an industry or academic job related to AI, Big Data, Data Science, or Machine Learning, email - see details at kdnuggets.com/jobs
Image of the week
From Can Neural Networks Develop Attention? Google Thinks they Can
I have a joke about …
Awesome Machine Learning and AI Courses
Essential Resources to Learn Bayesian Statistics