Ebad SayedThe AI Orchestra: Generating Melodies with LSTM Models Part 2In the previous article, we learned about music theory. In this article, we will see how to preprocess songs to train a neural network and…3d ago3d ago
Ebad SayedThe AI Orchestra: Generating Melodies with LSTM Models Part 1Music, a timeless art form steeped in creativity and theory, is now encountering a transformative partner: Artificial Intelligence. In this…3d ago3d ago
Ebad SayedThe Reality of AI Hallucinations: Causes and Solutions for LLMsLarge language models (LLMs) might seem like they understand things, but they don’t. When humans answer questions, we reason through a…Jul 8Jul 8
Ebad SayedMastering ML Metrics: Definitions, Mathematics, and Implementation Part 2In the previous article we saw different metrics used for Classification, Regression and Clustering Tasks. In this article we will see…Jul 6Jul 6
Ebad SayedMastering ML Metrics: Definitions, Mathematics, and Implementation Part 1In the realm of machine learning, the efficacy of models is assessed through a diverse set of metrics tailored to specific tasks. These…Jul 6Jul 6
Ebad SayedMastering Optimization Algorithms in ML: A Comprehensive GuideOptimization algorithms adjust model parameters to minimize the loss function, thereby reducing the error term. They ensure the model…Jul 3Jul 3
Ebad SayedThe Power of Quantization in ML: A PyTorch Tutorial Part 5In the previous article we learned how to build our own custom 8-Bit Quantizer and how to quantize open source PyTorch models. In this…Jul 1Jul 1
Ebad SayedThe Power of Quantization in ML: A PyTorch Tutorial Part 4In the previous article we learned about symmetric, asymmetric, per channel and per group quantization and weights & activations…Jul 1Jul 1
Ebad SayedThe Power of Quantization in ML: A PyTorch Tutorial Part 3Previously we learn about linear quantization. In this article we will learn about other types of Quantization and weights and activations…Jul 1Jul 1
Ebad SayedThe Power of Quantization in ML: A PyTorch Tutorial Part 2In the previous article we saw what is quantization, what are the different data types and how can we load ML models in different data…Jul 1Jul 1