Just two years ago, text generation models were so unreliable that you needed to generate hundreds of samples in hopes of finding even one plausible sentence.Nowadays, OpenAI's pre-trained language model can generate relatively coherent news articles given only two sentence of context. Other approaches like Generative Adversarial Networks (GANs) and Variational … [Read more...] about Novel Methods For Text Generation Using Adversarial Learning & Autoencoders
Research Summaries
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
What Every NLP Engineer Needs to Know About Pre-Trained Language Models
Practical applications of Natural Language Processing (NLP) have gotten significantly cheaper, faster, and easier due to the transfer learning capabilities enabled by pre-trained language models. Transfer learning enables engineers to pre-train an NLP model on one large dataset and then quickly fine-tune the model to adapt to other NLP tasks.This new approach enables NLP … [Read more...] about What Every NLP Engineer Needs to Know About Pre-Trained Language Models
State-Of-The-Art Methods For Neural Machine Translation & Multilingual Tasks
The quality of machine translation produced by state-of-the-art models is already quite high and often requires only minor corrections from professional human translators. This is especially true for high-resource language pairs like English-German and English-French. So, the main focus of recent research studies in machine translation was on improving system performance for … [Read more...] about State-Of-The-Art Methods For Neural Machine Translation & Multilingual Tasks
What Are Major Reinforcement Learning Achievements & Papers From 2018?
UPDATE: We've also summarized the top 2019 Reinforcement Learning research papers. At a 2017 O'Reilly AI conference, Andrew Ng ranked reinforcement learning dead last in terms of its utility for business applications. Compared to other machine learning methods like supervised learning, transfer learning, and even unsupervised learning, deep reinforcement learning (RL) … [Read more...] about What Are Major Reinforcement Learning Achievements & Papers From 2018?
Top Research Papers in Conversational AI For Chatbots And Intelligent Agents
UPDATE: We've also summarized the top 2019 Conversational AI research papers. Conversational interfaces are permeating all aspects of our digital experiences. Digital assistants work alongside human agents to provide customer support. Chatbots are used to both market products and enable their purchases. IoT and other smart devices like Google Home or Amazon Echo enable … [Read more...] about Top Research Papers in Conversational AI For Chatbots And Intelligent Agents
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
Recent Breakthrough Research Papers In AI Ethics
UPDATE: We've also summarized the top 2019 AI Ethics research papers. 2018 was a breakthrough year for AI ethics. Researchers, practitioners, and ethicists have sounded the alarm for years over potential malicious applications of AI technologies as well as unintended consequences from flawed or biased systems. The increased attention from these warnings have led to a … [Read more...] about Recent Breakthrough Research Papers In AI Ethics
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