Prakhar Kumarprakhartechinsights.hashnode.dev·Apr 23, 2024Neural Networks: Understanding CNNs, RNNs, and Their Applications with PythonNeural networks have revolutionized the field of machine learning, enabling complex pattern recognition and learning tasks. In this blog post, we'll delve into the details of neural networks, focusing on Convolutional Neural Networks (CNNs) and Recur...DiscussAI/ML Blog By PrakharRNN & CNN differences
Japkeerat Singhjapkeeratsingh.com·Feb 15, 2024Unidirectional is *not* the only way...Recurrent Neural Networks, Long Short Term Memory, and Gated Recurrent Units, all three have one similarity. They all are unidirectional. It means, context is created by only and only considering the past. However, some use cases benefit to have cont...Discussbidirectional
Nishi Ajmeranishiajmera.com·Jan 23, 2024How do LLMs understand natural language?To answer this, we need to understand the Transformers architecture introduced by researchers at Google DeepMind in their paper "Attention is All You Need." But before we enter into Transformers Let's understand how natural language tasks were proces...DiscussDemystifying Large Language Models!llm
Japkeerat Singhjapkeeratsingh.com·Jan 18, 2024GRUs are lit 🔥 But why so little traction?LSTMs are popular because it solved the problem of vanishing gradient with RNNs. But so do Gated Recurrent Units (GRUs). On top of it, GRUs also have less parameters to learn compared to LSTM. And yet, GRUs are not used as much in the industry as LST...Discuss·29 readsgated recurrent unit
K Ahameddatailm.hashnode.dev·Jan 14, 2024Unveiling Neural Networks: A Comprehensive Guide from Layers to ApplicationsNeural networks, the cornerstone of artificial intelligence, operate as interconnected systems inspired by the human brain. Let's delve into the key components of neural networks, understand their roles, challenges, and explore their wide-ranging app...DiscussArtificial Intelligenceneural networks
Japkeerat Singhjapkeeratsingh.com·Jan 3, 2024A Beginner's Guide to Recurrent Neural Networks (Part 2 of 2)By the end of this tutorial, you’ll have this. Let’s get started. For the purpose of this tutorial, I am using Netflix Stock Price Data available on Kaggle and only choose to predict the Daily High of the stock price. Step 1 - Preprocess the Data fr...Discuss·1 likeRNN
Japkeerat Singhjapkeeratsingh.com·Dec 27, 2023A Beginner's Guide to Recurrent Neural Networks (Part 1 of 2)Imagine you're watching a movie. Each scene in the movie is connected to the previous one, right? You understand the story because you remember what happened before. Recurrent Neural Networks (RNNs) work in a similar way. They are a type of Neural Ne...Discuss·1 likenlp
Saurabh Naiksaurabhz.hashnode.dev·Dec 11, 2023The Potential of RNNs: A Sequel to Deep LearningIntroduction: In the vast landscape of neural networks, Recurrent Neural Networks (RNNs) stand out as a powerful architecture designed to tackle sequential data. From natural language processing to time series analysis, RNNs excel in capturing depend...DiscussNatural Language processingArtificial Intelligence
Aniz Bin Nowshadaniz.hashnode.dev·Nov 30, 2023Classifying IMDB dataset using RNNIn the vast landscape of artificial intelligence, one key challenge is deciphering and understanding sequential data—information that unfolds over time. Whether it's predicting the next word in a sentence, forecasting stock prices, or comprehending t...DiscussMLArtificial Intelligence
Sweltering Cityaxuro.hashnode.dev·May 24, 2023Blending AI with my love for musicIn the realm of music composition, AI-powered tools have revolutionized the possibilities for generating original compositions. In this article, we embark on a journey to create an AI-powered music generator that draws inspiration from the unique sty...DiscussML