Responsible AI: Interpret-Text
Artificial intelligence (AI) systems have a growing impact on people’s lives on an every-day-level, thus it is fundamental to protect people, understand models, and control ai systems. While machine learning (ML) services are constantly developing, Microsoft emphasizes the ethical principles that put people first, meaning that employees are working to ensure... Read more
How You Can Use Federated Learning for Security & Privacy
We’re seeing an increased focus and effort by consumers and policymakers toward enhancing privacy related to the collection and usage of data. In 2018, the General Data Protection Regulation (GDPR) took effect in Europe and affected enterprises doing business in the European Union. GDPR requires enterprises to be more... Read more
There are tons of options in the Machine Learning world. You may have noticed a large number of frameworks, libraries, and formats that are floating around. Machine Learning is one of the most “hot” topics of the decade, and the tooling built as we are riding this train. The... Read more
Top Data Engineering Talks from ODSC East 2020
It’s one thing to build a Machine Learning model, it’s another thing to effectively deploy it in your business. To navigate the challenges of moving Machine Learning models through production and deployment, it’s essential to have a strong understanding of MLOps and Data Engineering. It’s perhaps unsurprising, then, that... Read more
Free Download: The ODSC Introduction to Machine Learning
Machine learning is arguably the most popular starting point for anyone looking to get into data science, and where many organizations start to implement AI into their practice. With AI becoming commonplace in much of the world, even the term “machine learning” itself is starting to become common knowledge.... Read more
AI-Driven Methods for Detecting and Preventing Online Fraud
Today’s fraudsters leverage increasingly sophisticated techniques to infiltrate networks and cause harm. From distributed DNS attacks to fake accounts, account takeovers, credential stuffing, and card cracking, their methods are varied and hard to detect — let alone preventing online fraud. Fraud can have a tremendous financial impact on an... Read more
10 Python Image Manipulation Tools
Our world today is full of data and images form a significant part of this data. However, to be put to any use, these images need to be processed. Image processing is thus the process of analyzing and manipulating a digital image, primarily aimed at improving its quality or... Read more
Getting more Value from the Pandas’ value_counts()
Data exploration is an important aspect of the machine learning pipeline. Before we decide which model to train and how many to train, we must have an idea of what our data contains. The Pandas library is equipped with a number of useful functions for this very purpose and value_counts is... Read more
Unsupervised Learning with k-means Clustering With Large Datasets
When facing difficult problems with datasets, choosing the right model for the task often proves to be the most difficult task in ML. When we are given an unfamiliar set of features to represent, it can be a somewhat puzzling prospect. Then we have to get our hands dirty... Read more
A Deep Dive into H2O’s AutoML
The demand for machine learning systems has soared over the past few years. This is majorly due to the success of Machine Learning techniques in a wide range of applications. AutoML is fundamentally changing the face of ML-based solutions today by enabling people from diverse backgrounds to use machine... Read more