Sam Schneiderblog.samschneider.me·Aug 1, 2024Why Would You Ever Fine-tune an LLM?You can get pretty good results with few-shot prompt templates, why would you go to the trouble of spending expensive GPU hours to fine-tune an LLM with essentially the same process as few-shot prompt templates? It basically comes down to data. How m...Discussfinetuning
Sujit Nirmal blackshadow.hashnode.dev·Jul 31, 2024Recurrent Neural Networks: Mastering Sequence PredictionIntroduction: Imagine you're trying to predict the next word in a sentence, the next note in a melody, or the next value in a stock price series. These tasks involve understanding sequences, and that's where Recurrent Neural Networks (RNNs) shine. RN...Discussrecurrent neural network
Sujit Nirmal blackshadow.hashnode.dev·Jul 31, 2024"Convolutional Neural Networks: Revolutionizing Image Recognition"Introduction Convolutional Neural Networks (CNNs) have transformed the field of image recognition. In this blog, we'll explore the architecture of CNNs, how they work, and their applications. What is a Convolutional Neural Network? Definition: A type...DiscussCNN
Sujit Nirmal blackshadow.hashnode.dev·Jul 31, 2024"Deep Dive into Neural Networks: Understanding the Basics and Beyond"Introduction Neural networks are the backbone of modern machine learning. In this blog, we'll explore the fundamentals of neural networks, their architecture, and how they work. We'll also dive into some advanced concepts and provide hands-on example...Discussneural networks
Sujit Nirmal blackshadow.hashnode.dev·Jul 26, 2024Exploring the Latest Trends in Machine Learning for 2024Introduction Machine learning continues to evolve at a rapid pace, with new trends and technologies emerging every year. In this blog, we will explore the latest trends in machine learning for 2024, providing you with a comprehensive understanding of...Discuss#machine learning trends
Sujit Nirmal blackshadow.hashnode.dev·Jul 26, 2024Mastering XGBoost: A Comprehensive Guide to Hyperparameter TuningIntroduction Welcome back, fellow data enthusiasts! In our last blog, we explored the intricacies of hyperparameter tuning in Gradient Boosting Machines (GBM). Today, we are going to take a step further and dive into XGBoost (Extreme Gradient Boostin...Discuss#xgboosting
Sujit Nirmal blackshadow.hashnode.dev·Jul 26, 2024Hyperparameter Tuning in Gradient Boosting: Best Practices and Common PitfallsIn our previous blog, we explored the fundamentals of the gradient boosting algorithm, a powerful ensemble technique used for both classification and regression tasks. Now, let's dive deeper into the topic by discussing hyperparameter tuning, which i...Discuss#fine Tuning models