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Modeling

Watch: Unsupervised Feature Learning with Matrix Decomposition

Machine Learning Modeling Conferences Machine Learningposted by ODSC Team March 22, 2019

Supervised learning is among the most powerful tools in data science but it requires a training dataset in which one knows the classes of the input features apriori. For example, a classification algorithm learns the identity of animals through training on a dataset of images that are labeled with... Read more

What Will the Next Generation of Data Scientists Look Like?

Career Insights Modeling Opinion Opinionposted by Daniel Gutierrez, ODSC March 21, 2019

With the current generation of data scientists working tirelessly to satisfy the accelerating demand for data-driven insights on behalf of industries pretty much across the board, it’s natural to take a step back and ask what the “data scientist 2.0” might look like in the next 5-10 years. In... Read more

Watch: Standardized Data Science – The Team Data Science Process with Python

Modelingposted by ODSC Team March 20, 2019

Proven, standardized methodology for data science that folds into standard IT practices (such as SDLCs and DevOps) is the first thing needed for hundreds of data science teams around the world. The Team Data Science Process (TDSP) is a robust, yet flexible, fully-documented and defined process you can use... Read more

Stream Data Processing with Apache Kafka and TensorFlow

Conferences Deep Learning Featured Post Modeling ODSC Speaker Deep Learning Kafka TensorFlowposted by Yong Tang March 18, 2019

Editor’s note: Yong is a speaker for the upcoming ODSC East 2019 this April 30 – May 3! Be sure to check out his talk, “Deep Learning for Real Time Streaming Data with Kafka and TensorFlow.” As one of the most popular deep learning frameworks, TensorFlow has been used... Read more

The Promise of Retrofitting: Building Better Models for Natural Language Processing

Conferences Featured Post Modeling NLP/Text Analytics ODSC Speaker Machine Learning NLPposted by Catherine Havasi March 15, 2019

Editor’s note: Catherine is a speaker for the upcoming ODSC East 2019 this April 30-May 3! Be sure to check out her talk, “Adding Context and Cognition to Modern NLP Techniques.” OpenAI’s Andrej Karpathy famously said, “I don’t have to actually experience crashing my car into a wall a... Read more

4 of the Best Data Science YouTube Channels

Featured Post Modelingposted by Elizabeth Wallace March 15, 2019

There are a lot of ways that you can learn about data science and/or stay up to date with the latest trends, but the easiest by far is still Youtube. You could do a search for data science and come up with thousands and thousands of hits, but we’ve... Read more

From the New York Times to NASA: How Text Analysis Saves Lives

Deep Learning Featured Post Deep Learning Text Analysisposted by Alexander Spangher March 14, 2019

Editor’s note: Alex is a presenter for ODSC East 2019 this April 30 – May 3! Be sure to check out his talk, “From the New York Times to NASA: How Text Analysis Saves Lives.” Machine learning techniques are driving disruptive change across disparate fields in engineering. A parallel,... Read more

Confronting the Curse of Dimensionality

Modeling Open Dataposted by Daniel Gutierrez, ODSC March 13, 2019

Every data scientist eventually confronts the “Curse of Dimensionality,” or trying to work with a large number of feature variables. Machine learning shines when analyzing data with many dimensions. Humans, on the other hand, are not good at finding patterns that may be spread out across a large number... Read more

Artificial Intelligence and Machine Learning in Practice: Anomaly Detection in Army ERP Data

Accelerate AI Government Modeling Accelerate AI Machine Learningposted by ODSC Team March 12, 2019

Overview Assessing and improving readiness remains a significant priority for the United States Army. With this priority in mind, the Army recently launched a project to enhance its supply chain data environments by leveraging the power of artificial intelligence (AI) and machine learning (ML). The Army’s Logistics Innovation Agency... Read more

Ten Reasons for Doing Public Data Hacking

Modeling Open Dataposted by Daniel Gutierrez, ODSC March 12, 2019

As a data scientist, I’m data hungry. I’m always looking for new sources of data. A few years ago, I kept noticing new open data repositories coming online. For instance, I was excited to learn about the opening in 2015 of the Los Angeles Open Data website in my... Read more