Overview

Our Research Topics Include
Graphical models and approximate inference
Deep learning, deep reinforcement learning, and representation learning
Time-series prediction and spatial-temporal analysis
Natural Language Processing (NLP)
Risk analysis, risk-sensitive optimization, behavioral decision making
Anomaly and change detection in high-dimensional data
Data cleansing: imbalanced data, categorical variables, missing values, dimensionality reduction, feature selection
Data understanding: learning to type/map new data by applying transfer learning approaches
Privacy preservation
Activity recognition from web, mobile, and location data
Sensor fusion to understand intent and actions to drive experiences
Clustering / similarity metrics / embeddings of user trajectories
Big data visualization
Large-scale distributed systems
Real-time bidding optimization
Video monetization, analytics and systems (including AR/VR)
Document understanding: learning multi-dimensional structures from image, text and vector graphics
Data-efficient machine learning through weak supervision or self- supervision
At Adobe, you will be immersed in an exceptional work environment that is recognized throughout the world on Best Companies lists. You will also be surrounded by colleagues who are committed to helping each other grow through our unique Check-In approach where ongoing feedback flows freely.

Company:

Adobe

Qualifications:

The applicants should be either at the final stage of a Master’s or in a PhD program in Computer Science, Statistics, Operations Research, Applied Mathematics, or related fields; with a strong background in AI, machine learning, and good programming skills.

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About Adobe

Adobe is changing the world through digital experiences. For more than two decades, Adobe has been at the heart of making engaging experiences happen, and we fuel the content creation and delivery ecosystem in a way no other technology company can.

Whether it's a smartphone or tablet app, a game, a video, a digital magazine, a website, or an online experience, chances are that it was touched by Adobe technology. Our tools and services enable our customers to create groundbreaking digital content, deploy it across media and devices, and then continually measure and optimize it based on user data. By providing complete solutions that combine digital media creation with data-driven marketing, we help businesses improve their communications, strengthen their brands, and ultimately achieve greater business success.

Adobe's business is focused on the opportunities in two key growth markets—Digital Media and Digital Marketing.

Digital Media
Adobe's content authoring solutions lead the industry, enabling