If you are starting your journey in artificial intelligence, machine learning, or deep learning, you will eventually come across two major frameworks: PyTorch and TensorFlow. Both are powerful tools for building, training, and deploying neural networks. Both support GPU acceleration, automatic differentiation, deep learning, computer vision, natural language processing, and production AI systems. So the […]
Writing tests is important. But simply having tests is not enough. As a JavaScript project grows, the test suite can also become large and difficult to maintain. Tests may become repetitive, slow, confusing, or too closely connected to the implementation. Good testing practices help prevent these problems. Jest provides many features that make testing easier, […]
Artificial intelligence and machine learning are transforming how modern applications are built. From image recognition and recommendation systems to natural language processing and generative AI, developers need powerful tools to build and train intelligent models. One of the most popular tools for this work is PyTorch. PyTorch is widely used by machine learning engineers, AI […]
Testing an application is not only about checking return values. Sometimes, you also need to check what your code produces. This is especially useful when working with React components, HTML output, objects, or other structured data. This is where Jest snapshot testing can help. Snapshot testing allows Jest to save a representation of your output […]
Neural networks are one of the most important technologies behind modern artificial intelligence. They help computers recognize images, understand language, make predictions, generate text, process speech, and solve complex problems. Technologies such as ChatGPT, image recognition, recommendation systems, voice assistants, autonomous driving systems, and generative AI rely heavily on neural networks. But how does a […]
When you write tests, you often need to test code that depends on something else. For example, your function might call an API, read data from a database, or use another function. Testing these dependencies directly can make your tests slow and difficult to control. This is where mocking in Jest becomes useful. Jest allows […]
A Neural Network is a type of Machine Learning model that learns patterns from data. It is one of the main technologies used in Deep Learning. Neural Networks are used in many modern AI systems, including: The basic idea is simple: For example, a Neural Network can learn to identify whether an image contains a […]
Deep Learning is one of the most important technologies in modern Artificial Intelligence. Today, it is used in image recognition, chatbots, voice assistants, translation tools, recommendation systems, and generative AI. However, Deep Learning is not a completely separate field from Machine Learning. Instead, it is a part of Machine Learning. The relationship is simple: In […]
Writing code is only one part of software development. You also need to make sure that your code works correctly. This is where testing becomes important. As a JavaScript application grows, it becomes harder to check every feature manually. A small change can also break code that was already working. Unit testing helps solve this […]
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