This page features most recent and most popular posts on AI and Artificial Intelligence.
- An introduction to Explainable AI (XAI) and Explainable Boosting Machines (EBM) - Jun 16, 2021
Understanding why your AI-based models make the decisions they do is crucial for deploying practical solutions in the real-world. Here, we review some techniques in the field of Explainable AI (XAI), why explainability is important, example models of explainable AI using LIME and SHAP, and demonstrate how Explainable Boosting Machines (EBMs) can make explainability even easier.
- The Essential Guide to Transformers, the Key to Modern SOTA AI - Jun 10, 2021
You likely know Transformers from their recent spate of success stories in natural language processing, computer vision, and other areas of artificial intelligence, but are familiar with all of the X-formers? More importantly, do you know the differences, and why you might use one over another?
- The 7 Best Open Source AI Libraries You May Not Have Heard Of - Jun 9, 2021
AI researchers today have many exciting options for working with specialized tools. Although starting original projects from scratch is often not necessary, knowing which existing library to leverage remains a challenge. This list of generally unknown yet awesome, open-source libraries offers an interesting collection to consider for state-of-the-art research that spans from automatic machine learning to differentiable quantum circuits.
- 5 Tips for Picking an Edge AI Platform - Jun 8, 2021
Edge Analytics isn’t just coding and tools. The different environment outside the datacenter or cloud means a purpose built platform is the best way to deliver consistent results. We discuss 5 different considerations for an edge platform to support your training and deployment.
- Beyond Brainless AI with a Feature Store - Jun 4, 2021
AI-powered products that are limited to the data available within its application are like jellyfish: its autonomic system makes it functional, but it lacks a brain. However, you can evolve your models with data enriched "brains" through the help of a feature store.
- Interpretable Machine Learning: The Free eBook [Silver Blog]
Interested in learning more about interpretability in machine learning? Check out this free eBook to learn about the basics, simple interpretable models, and strategies for interpreting more complex black box models.
- Top 10 Computer Vision Papers 2020 [Silver Blog]
The top 10 computer vision papers in 2020 with video demos, articles, code, and paper reference.
- Main 2020 Developments and Key 2021 Trends in AI, Data Science, Machine Learning Technology [Gold Blog]
Our panel of leading experts reviews 2020 main developments and examines the key trends in AI, Data Science, Machine Learning, and Deep Learning Technology.
- AI, Analytics, Machine Learning, Data Science, Deep Learning Research Main Developments in 2020 and Key Trends for 2021 [Silver Blog]
2020 is finally coming to a close. While likely not to register as anyone's favorite year, 2020 did have some noteworthy advancements in our field, and 2021 promises some important key trends to look forward to. As has become a year-end tradition, our collection of experts have once again contributed their thoughts. Read on to find out more.
- 15 Exciting AI Project Ideas for Beginners [Silver Blog]
There are many branches to AI to learn, but a project-based approach can keep things interesting. Here is a list of 15 such projects you can get started on implementing today.
- AI and Automation meets BI [Silver Blog]
Organizations use a variety of BI tools to analyze structured data. These tools are used for ad-hoc analysis, and for dashboards and reports that are essential for decision making. In this post, we describe a new set of BI tools that continue this trend.
- An Introduction to AI, updated [Silver Blog]
We provide an introduction to key concepts and methods in AI, covering Machine Learning and Deep Learning, with an updated extensive list that includes Narrow AI, Super Intelligence, and Classic Artificial Intelligence, as well as recent ideas of NeuroSymbolic AI, Neuroevolution, and Federated Learning.
- Online Certificates/Courses in AI, Data Science, Machine Learning from Top Universities [Silver Blog]
We present the online courses and certificates in AI, Data Science, Machine Learning, and related topics from the top 20 universities in the world.
- 8 AI/Machine Learning Projects To Make Your Portfolio Stand Out [Silver Blog]
If you are just starting down a path toward a career in Data Science, or you are already a seasoned practitioner, then keeping active to advance your experience through side projects is invaluable to take you to the next professional level. These eight interesting project ideas with source code and reference articles will jump start you to thinking outside of the box.
- Top Google AI, Machine Learning Tools for Everyone [Silver Blog]
Google is much more than a search company. Learn about all the tools they are developing to help turn your ideas into reality through Google AI.
- Awesome Machine Learning and AI Courses [Gold Blog]
Check out this list of awesome, free machine learning and artificial intelligence courses with video lectures.
- The Bitter Lesson of Machine Learning [Gold Blog]
Since that renowned conference at Dartmouth College in 1956, AI research has experienced many crests and troughs of progress through the years. From the many lessons learned during this time, some have needed to be re-learned -- repeatedly -- and the most important of which has also been the most difficult to accept by many researchers.
- 13 must-read papers from AI experts [Silver Blog]
What research articles do top AI experts in the field recommend? Find out which ones and why, then be sure to add each to your reading to do list.
- AI and Machine Learning for Healthcare [Gold Blog]
Traditional business and technology sectors are not the only fields being impacted by AI. Healthcare is a field that is thought to be highly suitable for the applications of AI tools and techniques.
- 10 Must-read Machine Learning Articles (March 2020) [Gold Blog]
This list will feature some of the recent work and discoveries happening in machine learning, as well as guides and resources for both beginner and intermediate data scientists.
- Resources for Women in AI, Data Science, and Machine Learning [Silver Blog]
For the international women's day, we feature resources to help more women enter and succeed in AI, Big Data, Data Science, and Machine Learning fields.
- 20 AI, Data Science, Machine Learning Terms You Need to Know in 2020 (Part 2) [Platinum Blog]
We explain important AI, ML, Data Science terms you should know in 2020, including Double Descent, Ethics in AI, Explainability (Explainable AI), Full Stack Data Science, Geospatial, GPT-2, NLG (Natural Language Generation), PyTorch, Reinforcement Learning, and Transformer Architecture.
- 20 AI, Data Science, Machine Learning Terms You Need to Know in 2020 (Part 1) [Gold Blog]
2020 is well underway, and we bring you 20 AI, data science, and machine learning terms we should all be familiar with as the year marches onward.
- The Data Science Puzzle — 2020 Edition [Silver Blog]
The data science puzzle is once again re-examined through the relationship between several key concepts of the landscape, incorporating updates and observations since last time. Check out the results here.
- The Future of Machine Learning Will Include a Lot Less Engineering [Gold Blog]
Despite getting less attention, the systems-level design and engineering challenges in ML are still very important — creating something useful requires more than building good models, it requires building good systems.
- Top 10 Technology Trends for 2020 [Silver Blog]
With integrations of multiple emerging technologies just in the past year, AI development continues at a fast pace. Following the blueprint of science and technology advancements in 2019, we predict 10 trends we expect to see in 2020 and beyond.