Corporate Training

Real world training by leading industry practitioners with the deep academic roots and teaching students at top US computer science departments.

Deep Learning & Tensorflow

This training will provide an accessible introduction to Neural Networks, Deep Learning, Tensorflow, and key lighthouse applications. It will examine the classical and the state-of-the-art approaches to deep learning.

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Machine Learning at Scale

This course will provide an accessible introduction to the principles of Machine Learning and Data Analytics on a single core computer, and also on distributed MapReduce frameworks with a focus on Spark.

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Apache Spark v2.0 & Hadoop

This training will provide an accessible introduction to large-scale distributed and massively parallel machine learning and data mining and big data technologies such as Hadoop and Apache Spark.

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Anti-Spam/Fraud Deep Dive

In this training we present a systematic review of web and social spam as well as fraud detection techniques with the focus on algorithms and underlying principles. We also share best practices from security experts.

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Machine Learning Theory

This training covers all aspects of machine learning (classification, regression, clustering, dimensionality reductionm, and more) with the emphasis on the deep understanding of the mathematical fundamentals.

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Opinion Mining Deep Dive

This training is designed to provide a 360-view of the state-of-the-art algorithmic techniques relevant for monitoring, analyzing, and reacting to the information and opinions shared by people online.

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Text Analytics at Scale

In this training we provide all necessary knowledge to build an end-2-end text information management system from scratch and enable a new set of analytical capabilities such as classification and topic modeling.

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Zero to SOTA: Recommendations

In this training we provide all necessary knowledge to design a complete fully-functional recommender system from scratch. We cover algorithms, evaluations aspects, and have a hands-on lab session.

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Zero to SOTA: Search Engines

In this training we provide all necessary knowledge to design a complete fully-functional search engine from scratch. We cover storage and indexing, information retrieval models, interfaces, and evaluation.

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