Reinforcement learning (RL) is a field in machine learning that involves training software agents to determine the ideal behavior within a specific environment that is suitable for achieving optimized performance. In reinforcement learning, an agent is rewarded for any positive behavior (to encourage such actions) and punished for any negative behavior (to discourage such … [Read more...] about 5 Ways Tech Companies Apply Reinforcement Learning To Marketing
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Top 8 Trends From ICLR 2019
1. Inclusivity The organizers pressed the importance of inclusivity in AI by making sure that the first two main talks, the Sasha Rush’s opening remarks and Cynthia Dwork’s invited talk, were about fairness and equality. Some of the worrisome statistics include: Only 8.6% of presenters and 15% of participants are women.2/3rd of all the LGBTQ+ researchers aren’t out … [Read more...] about Top 8 Trends From ICLR 2019
Generalized Language Models: BERT & OpenAI GPT-2
EDITOR'S NOTE: Generalized Language Models is an extensive four-part series by Lillian Weng of OpenAI. Part 1: CoVe, ELMo & Cross-View TrainingPart 2: ULMFiT & OpenAI GPTPart 3: BERT & OpenAI GPT-2Part 4: Common Tasks & Datasets Do you find this in-depth technical education about language models and NLP applications to be useful? Subscribe below to … [Read more...] about Generalized Language Models: BERT & OpenAI GPT-2
How To Solve 90% Of NLP Problems: A Step-By-Step Guide
Text data is everywhere Whether you are an established company or working to launch a new service, you can always leverage text data to validate, improve, and expand the functionalities of your product. The science of extracting meaning and learning from text data is an active topic of research called Natural Language Processing (NLP). NLP … [Read more...] about How To Solve 90% Of NLP Problems: A Step-By-Step Guide
5 New Generative Adversarial Network (GAN) Architectures For Image Synthesis
AI image synthesis has made impressive progress since Generative Adversarial Networks (GANs) were introduced in 2014. GANs were originally only capable of generating small, blurry, black-and-white pictures, but now we can generate high-resolution, realistic and colorful pictures that you can hardly distinguish from real photographs. Here we have summarized for you 5 … [Read more...] about 5 New Generative Adversarial Network (GAN) Architectures For Image Synthesis
10 Cutting Edge Research Papers In Computer Vision & Image Generation
UPDATE: We've also summarized the top 2019 and top 2020 Computer Vision research papers. Ever since convolutional neural networks began outperforming humans in specific image recognition tasks, research in the field of computer vision has proceeded at breakneck pace. The basic architecture of CNNs (or ConvNets) was developed in the 1980s. Yann LeCun improved upon … [Read more...] about 10 Cutting Edge Research Papers In Computer Vision & Image Generation
We Summarized 14 NLP Research Breakthroughs You Can Apply To Your Business
UPDATE: We've also summarized the top 2019 and top 2020 NLP research papers. Language understanding is a challenge for computers. Subtle nuances of communication that human toddlers can understand still confuse the most powerful machines. Even though advanced techniques like deep learning can detect and replicate complex language patterns, machine learning models still lack … [Read more...] about We Summarized 14 NLP Research Breakthroughs You Can Apply To Your Business
No time to read AI research? We summarized top 2018 papers for you
UPDATE: We've also summarized the top 2019 and top 2020 AI & machine learning research papers. Trying to keep up with AI research papers can feel like an exercise in futility given how quickly the industry moves. If you're buried in papers to read that you haven't quite gotten around to, you're in luck. To help you catch up, we've summarized 10 important AI research … [Read more...] about No time to read AI research? We summarized top 2018 papers for you