Let’s look at the hello world of machine learning algorithms. In this post, we will look at a very simple machine learning algorithm which is actually the “hello world” equivalent of programming languages. So what is linear regression? If you are from a statistics background chances are you already know what it means. In statistics, …
Let us start with something simple. We download a neural network to try out in a project. It might sort images or help with a data pipeline. That model looks like just a file we use and forget. Now imagine that file is carrying a hidden payload. It might sound like a thought experiment, but …
Autonomous vehicles need to classify road conditions in real time. Wet roads, icy surfaces, severe potholes. The model needs to know so the vehicle can adjust speed, traction, suspension before it gets there. Training that model needs data. Lots of it. From lots of different roads, weather conditions, geographies. You could collect it all centrally, …
Label Flipping Attacks in Federated Learning: The FedTrident Defense Explained Read More »
With so much noise out there with LLMs and GPTs, we often tend to forget the basic building blocks or the primitive concepts that led to the advancement of these technologies. Recurrent Neural Networks, or RNNs in short are one of the basic concepts that lead to a better understanding of these advanced concepts. In …
The Basic Premise Think about it. What is the basic premise on which Machine Learning works? Learning to update its weights, which updates its “beliefs” about something, based on how often it makes a “mistake.” We apply for jobs, click apply, get rejected, if lucky, you get feedback : why not me? However, most companies …