Ebad SayedMastering Drone Swarm Control: Our Journey at InterIIT TechMeet 11.0Participating in the InterIIT TechMeet 11.0 at IIT Kanpur was an exhilarating experience. Our team, composed of seniors and batchmates…Aug 3Aug 3
Ebad SayedDrones and PID Control: An Introductory Guide to Aerial RoboticsDrones, also known as unmanned aerial vehicles (UAVs), have revolutionized numerous industries, from aerial photography and agriculture to…Aug 2Aug 2
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…Jul 16Jul 16
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…Jul 16Jul 16
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