Cold Start and Approaches to handle cold start in Search In this article I will try to cover following What and why its a problem. What are the sources of Cold Start. Approaches to handle Cold Start Let me set the context before jumping on Cold Start definition ML based…

Previous post on Zeroshot Classification Zeroshot Classification Machine learning with no Data and without Trainingakgeni.medium.com In this post we will analyse the performance of Zero Shot classification across different models and label sizes. Specifically we will compare Across three models Cosinse similarity on Sentence Transformers Large and Complex models like Bart Model Smaller distilled moels like distilroberta

Machine learning with no Data and without Training What is Zero-shot? ML technique which is used to classify data based on very few or even no labeled example. which means classifying on the fly. Zero-shot is also a variant of transfer learning. Its a pattern recognition with no examples using semantic transfer. Zero-shot…

Majority of Machine Learning(ML) systems built today are focusing only on some of the functional requirements. As the ML systems mature and start being used by millions of users we should start considering Non Functional Requirements(NFRs). For a mature ML system adhering to NFRs becomes critical. I will try to…

Part-2 TextAttack library for Data Augmentation In the part-1 we had implemented data augmentation using wordnet synonyms. In part-2(this article) We will be using TextAttack for data augmentation. These are the learning objectives. What is TextAttack and how to use it for Data Augmentation? Use built-in and custom augmentation recipes…

Part-1 Augmentation in Computer Vision is one of the important techniques and has proved to be effective. In NLP, augmentation is also tried and shown improvements in quite a few cases. In this part, We will first understand the following -What Data Augmentation is and why it works? -Why does…

The Elixir of AI Artificial intelligence (AI) has been driving the most significant turnaround in technology in the recent years. The undulating impact of AI can only be billed as an impetus for developing industries including healthcare, retail, transportation and, most recently — the food industry. While the food industry is ripe for innovation…

Introducing NEX “Hey, Alexa! Can you add Nachos to my shopping list?” “Nachos added to your shopping list!” This is how a usual conversation would sound between the user and Alexa. Add more details to the command and you come across some discrepancies. “Hey, Alexa! Can you add 15 oz of Doritos…