Deep Learning Analytics is a small team of data scientists with well rounded expertise in Computer Vision, NLP and Big data problems. We have implemented over 20 deep learning projects successfully and helped several start ups build the solution for their investor pitch.
Semantic Segmentation at 30 FPS using DeepLab v3. Semantic segmentation is the process of associating each pixel of an image with a class label, (such as flower, person, road, sky, ocean, or car).
This detailed pixel level understanding is critical for many AI based systems to allow them overall understanding of the scene. Examples include for robotics, the robotic arm may need to know exact pixel locations of the different objects it is interacting with. Another powerful use case is self-driving cars. Detailed scene understanding as shown below can help the car understand the extent of the road, figure out where other cars are in the same lane or adjacent lanes, understand if humans are on the scene and look out for traffic signs too!
Semantic Segmentation for self driving car Semantic Segmentation vs Instance Segmentation Often times the words semantic and instance segmentation are used interchangeably. Semantic vs Instance Segmentation Common Models used for Semantic Segmentation I have explained all these models in my blog here. 1. 2. Lead the AI driven technological revolution by upskilling yourself in cutting edge concepts with Deep Learning Analytics. Text Summarization using BERT With Deep Learning Analytics. BERT, a pre-trained Transformer model, has achieved ground-breaking performance on multiple NLP tasks. Very recently I came across a BERTSUM – a paper from Liu at Edinburgh. This paper extends the BERT model to achieve state of art scores on text summarization. In this blog I explain this paper and how you can go about using this model for your work.
Introduction Single-document text summarization is the task of automatically generating a shorter version of a document while retaining its most important information. Extractive Summarization — Is akin to using a highlighter. The performance of a text summarization system is measured by its ROUGE score. BERT is a powerful model that has proven effective on a variety of NLP tasks. BERT can also be used for next sentence prediction. Artificial Intelligence Consulting Services.
Wikipedia defines Artificial Intelligence as — “ Artificial intelligence (AI), sometimes called machine intelligence, is intelligence demonstrated by machines, in contrast to the natural intelligence displayed by humans and other animals.”.
Through advances in deep learning and machine learning in general, it is now possible to build intelligent models that are increasingly getting to human level competency in their niche domain. These models include classification of images into hundreds of categories, smart agents that can answer questions based on context, machine translation and speech to text conversion. Deep Learning has enabled us to train on massive amounts of data and solve these problems that were previously too difficult to solve using our traditional algorithms. AI is projected to radically change the way many businesses operate and we can help you apply this benefit to your business. Get the best of breed AI consulting services and solutions with Deep Learning Analytics. AI and Machine Learning - Deep Learning Analytics. Introduction AI and Machine Learning are poised to make significant changes to the way many businesses operate. AI is transiting from just a research topic to the early stages of enterprise adoption.
Tech giants like Google, Facebook and Microsoft have placed huge bets on Artificial Intelligence and Machine Learning and are already using it in their products. They have set up massive cloud platforms to enable other businesses to run their machine learning models at scale. As an AI practitioner, over the last couple of years I have seen an exponential increase in interest in applying AI to a variety of domains.
Difference between AI and Machine Learning Many people including myself, use the terms AI and Machine learning quite interchangeably but this is not correct. AI — Is the field dealing with making computer systems intelligent. Text Summarization using BERT With Deep Learning Analytics. Artificial Intelligence Consulting Services. Data Science & Machine Learning Consulting Services Deep Learning Analytics. Data Science & Machine Learning Consulting Services. Semantic Segmentation using Deep Lab V3. Data Science & Machine Learning Consulting Services Deep Learning Analytics. Get Best AI and Machine Learning Solutions By Deep Learning Analytics.
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