Little-known Secrets About Synthetic Data
For many people, synthetic data is synonymous with simulations, mock or fake data. The reality is very different. The purpose of this article is to… Read More »Little-known Secrets About Synthetic Data
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Vincent Granville
Author and Publisher at MLtechniques.com. Machine learning scientist, mathematician, book author (Wiley), patent owner, former post-doc at Cambridge University, former VC-funded executive, with 20+ years of corporate experience including CNET, NBC, Visa, Wells Fargo, Microsoft, eBay. Vincent also founded and co-founded a few start-ups, including one with a successful exit (Data Science Central acquired by Tech Target).
New Book: Synthetic Data – Generation and Applications
Synthetic data is used more and more to augment real-life datasets. It enriches them and allow black-box systems to correctly classify observations or predict values… Read More »New Book: Synthetic Data – Generation and Applications
How to Choose the Best Machine Learning Technique: Comparison Table
While the comparison table in this article applies to a specific problem in FinTech, the conclusions are consistent with findings in other frameworks. There is… Read More »How to Choose the Best Machine Learning Technique: Comparison Table
Machine Learning Superstars: The Top 30 Influencers To Follow in 2023
This list is based on LinkedIn. Criteria for selection include the number of followers (above 50k), the relevancy and contributions to the field, relevant education… Read More »Machine Learning Superstars: The Top 30 Influencers To Follow in 2023
Video: Introduction to Machine Learning
This 30 minutes video features my interview about the upcoming course “Intuitive Machine Learning”, based on my new book with the same title. Hosted by… Read More »Video: Introduction to Machine Learning
How to Automate Data Cleaning, in a Nutshell
Data scientists spend 80% of their time on data cleaning and exploratory analysis. What if you could automate most of this? What if data scientists… Read More »How to Automate Data Cleaning, in a Nutshell
New Book: Intuitive Machine Learning
Intuitive Machine Learning with focus on explainable AI, human-friendly intelligence, powerful visualizations and applications. By Vincent Granville Ph.D, published in September 2022. PDF format, 156… Read More »New Book: Intuitive Machine Learning
15 Data Issues and How to Fix Them – Second Part
In the first part here, I discussed missing, outdated and unobserved data, data that is costly to produce, as well as dirty, unbalanced and unstructured… Read More »15 Data Issues and How to Fix Them – Second Part
How to Make Black-box Systems more Transparent
This article is intended to users relying on machine learning solutions offered by third party vendors. It applies to platforms, dashboards, traditional software, or even external pieces of code that are too time consuming to modify. One of the goals is to turn such systems into explainable AI.
15 Data Issues and How to Fix Them
How to fix various data issues in a few simple steps? In this first part, I discuss missing, outdated and unobserved data, data that is… Read More »15 Data Issues and How to Fix Them