TensorFlow Developer’s Roadmap Table of Contents Introduction to TensorFlow Overview of TensorFlow TensorFlow vs Other Frameworks Installation and Setup Fundamentals of Machine Learning Basic Concepts in Machine Learning Types of Machine Learning: Supervised, Unsupervised, Reinforcement Data Preprocessing Techniques Deep Dive into TensorFlow Basics TensorFlow 2.x vs TensorFlow 1.x Understanding Tensors and Operations TensorFlow Data Structures […]
3.1: Tensors Tensors are the central unit of data in TensorFlow. They are similar to arrays or matrices in other programming languages. A tensor has a data type and a shape. For example, a tensor can be one-dimensional (like a vector), two-dimensional (like a matrix), or even higher-dimensional. 3.2: Operations on Tensors TensorFlow provides a […]
https://youtu.be/uPJVHgn0PjU Image segmentation is a computer vision task that involves dividing an image into different parts or regions. Each of these regions represents a meaningful or semantically similar area. Here are the general steps involved in image segmentation: Image Acquisition: Obtain the image you want to segment through various means such as cameras, satellites, or […]
TensorFlow is an open-source machine learning framework developed by Google that allows you to build, train, and deploy machine learning and deep learning models. It is widely used for tasks such as image and speech recognition, natural language processing, and more. Here are the key steps to understand TensorFlow: Installation: Start by installing TensorFlow on […]